<?xml version="1.0" encoding="UTF-8" ?><!-- generator=Zoho Sites --><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><atom:link href="https://www.pebbletek.ai/blogs/feed" rel="self" type="application/rss+xml"/><title>Pebble - Blog</title><description>Pebble - Blog</description><link>https://www.pebbletek.ai/blogs</link><lastBuildDate>Fri, 22 Aug 2025 09:21:50 +1000</lastBuildDate><generator>http://zoho.com/sites/</generator><item><title><![CDATA[AI Adoption Challenges]]></title><link>https://www.pebbletek.ai/blogs/post/ai-adoption-challenges</link><description><![CDATA[<img align="left" hspace="5" src="https://www.pebbletek.ai/images/robotShadow.jpg"/>Why do 74% of companies fail to capture AI value despite widespread adoption? This post reveals five critical gaps: invisible shadow AI usage, security/compliance risks, fragmented tools, vendor lock-in, and leadership readiness—plus how to fix them]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_JlxyhwNYQGe4Y-VuVc8ilg" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_pNKAjmHCRe-ZTcjaMMMOeA" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_5V2xpYLjQ4Oy-52VUarEHQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_Tw4YnlIsS4WaAtPt4e7ZgQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-align-center zpheading-align-mobile-center zpheading-align-tablet-center " data-editor="true"><span style="color:inherit;"><span>Why 74% of Companies Are Struggling with AI Adoption -&nbsp;</span></span><br><span style="color:inherit;">​</span><span style="color:inherit;"><span>And How to Fix It</span></span></h2></div>
<div data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_-NQ-0bkB-mEhOyg2zKMEVg" data-element-type="imageheadingtext" class="zpelement zpelem-imageheadingtext "><style> @media (min-width: 992px) { [data-element-id="elm_-NQ-0bkB-mEhOyg2zKMEVg"] .zpimageheadingtext-container figure img { width: 1340px ; height: 893.33px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="left" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimageheadingtext-container zpimage-with-text-container zpimage-align-left zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/robotShadow.jpg" data-src="/images/robotShadow.jpg" size="fit" data-lightbox="true"></picture></span></figure><div class="zpimage-headingtext-container"><h3 class="zpimage-heading zpimage-text-align-left zpimage-text-align-mobile-left zpimage-text-align-tablet-left" data-editor="true"><div style="color:inherit;"><br><div><span style="color:inherit;">​</span></div>
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<br><div><br></div></div></h3><div class="zpimage-text zpimage-text-align-left zpimage-text-align-mobile-left zpimage-text-align-tablet-left " data-editor="true"><p></p><div><h1><br></h1><h4><br></h4><h4><br></h4><h4><br></h4><h4>The AI Adoption Paradox: Everyone's Using It, Few Are Benefiting</h4><p><br></p><p>Here's a sobering statistic: whilst 78% of organisations now use AI in at least one business function¹, only 1% believe they've reached AI maturity². Even more concerning, BCG reports that 74% of companies are struggling to achieve and scale value from their AI investments³.</p><p><br></p><p>This isn't a technology problem—it's an adoption problem. And the data reveals exactly where organisations are going wrong.</p></div>
</div></div></div></div><div data-element-id="elm_7FzRiZjChHpsg767xZL4Qg" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_7FzRiZjChHpsg767xZL4Qg"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_7FzRiZjChHpsg767xZL4Qg"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_M6Z8ZJ9a_BQbhVfBMiXEQg" data-element-type="dividerText" class="zpelement zpelem-dividertext "><style type="text/css"> [data-element-id="elm_M6Z8ZJ9a_BQbhVfBMiXEQg"] .zpdivider-container.zpdivider-text .zpdivider-common{ font-size:24px; } [data-element-id="elm_M6Z8ZJ9a_BQbhVfBMiXEQg"].zpelem-dividertext{ } </style><style></style><div class="zpdivider-container zpdivider-text zpdivider-align-left zpdivider-align-mobile-left zpdivider-align-tablet-left zpdivider-width100 zpdivider-line-style-solid zpdivider-style-none "><div class="zpdivider-common"> The Five Critical Failures Blocking AI Value </div>
</div></div></div></div></div></div><div data-element-id="elm_vt5gWWRX80Q5NCvJ2Ur9kQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-64 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_dDfEZDCXpzTBP8LpoKhTXw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_PV3L6MDsjEcskysvYMvchg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zplight-section zplight-section-bg "><style type="text/css"> [data-element-id="elm_PV3L6MDsjEcskysvYMvchg"].zpelem-col{ background-color:rgba(241, 243, 245, 0.7); background-image:unset; } </style><div data-element-id="elm_eMgxUqf-ToIjRWE5KJ9q9g" data-element-type="row" class="zprow zprow-container zsmore-spacing-column zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_XWxGpMa6KpirXu7kJ-gFSA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_KWwrQAfY367Yh9V_RxgbQQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><div style="display:inline;"><span style="font-size:22px;">The Visibility Crisis: Shadow AI Is Already Here</span></div></h4></div>
<div data-element-id="elm_q2orCSEKCSjLuQuDnDQ4dg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p><span style="color:inherit;"></span></p><div><p><span style="color:rgb(104, 96, 92);font-size:16px;font-weight:normal;"></span></p><div><div> McKinsey's latest research uncovered a shocking disconnect: employees are three times more likely to be using generative AI than their leaders realise. Whilst only 4% of executives believe their teams use AI for more than 30% of daily tasks, 13% of employees report they're already doing so². </div>
<div><br></div><div> This blind spot creates massive risks. Without visibility into who's using AI, which tools they're using, and what data they're sharing, organisations are flying blind. Shadow AI usage—employees using unauthorised tools—bypasses security protocols, potentially leaks sensitive data, and creates compliance nightmares that IT teams don't even know exist. </div>
</div><p></p></div><p></p></div></div><div data-element-id="elm_7MM6uejAEUa3Z1GroH72Dw" data-element-type="divider" class="zpelement zpelem-divider "><style type="text/css"></style><style></style><div class="zpdivider-container zpdivider-line zpdivider-align-center zpdivider-align-mobile-center zpdivider-align-tablet-center zpdivider-width100 zpdivider-line-style-solid " data-divider-border-color><div class="zpdivider-common"></div>
</div></div><div data-element-id="elm_Bhd5aau0QkW3DtVIQJoyAQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;"><span style="font-size:22px;">The Security and Compliance Vacuum</span><br></span></h4></div>
<div data-element-id="elm_9Z7ju3VhewxlPB8jHPKeOw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><div style="color:inherit;"><span style="color:inherit;"><div><div> Forty-seven percent of organisations have already experienced negative consequences from AI use, primarily related to inaccuracy, cybersecurity breaches, and intellectual property infringement¹. Yet most companies still lack systematic approaches to AI governance. </div>
<div><br></div><div> The regulatory landscape is accelerating: US federal agencies introduced 59 AI regulations in 2024, up from 25 in 2023⁸. Companies operating across borders face an even more complex challenge, navigating GDPR in Europe, data residency requirements in Australia, and sector-specific regulations in healthcare and financial services. </div>
<div><br></div><div> Without proper controls, every AI interaction becomes a potential breach waiting to happen. </div>
</div></span></div></div></div><div data-element-id="elm_xk8dgoutj-QbNtG9XwBI3A" data-element-type="divider" class="zpelement zpelem-divider zsshow-element-indevice "><style type="text/css"></style><style></style><div class="zpdivider-container zpdivider-line zpdivider-align-center zpdivider-align-mobile-center zpdivider-align-tablet-center zpdivider-width100 zpdivider-line-style-solid " data-divider-border-color><div class="zpdivider-common"></div>
</div></div><div data-element-id="elm_mDCNvAUvMxxSagVrae_H2Q" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_mDCNvAUvMxxSagVrae_H2Q"] div.zpspacer { height:8px; } @media (max-width: 768px) { div[data-element-id="elm_mDCNvAUvMxxSagVrae_H2Q"] div.zpspacer { height:calc(8px / 3); } } </style><div class="zpspacer " data-height="8"></div>
</div></div><div data-element-id="elm_XfJ-e2C715pfpRDiH5qzUw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_ekMcO2L2aIZFBgTRfNMYoQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;"><span style="font-size:22px;">The Integration Nightmare: AI Islands Everywhere</span></span><span style="color:inherit;"></span></h4></div>
<div data-element-id="elm_ihiZXfLCilutIX8byZG-fw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><div style="color:inherit;"><span style="color:inherit;"><div><div><span style="color:inherit;">Organisations report that whilst AI helps with content creation and automation, workflows remain fragmented. Most AI tools operate in isolation—ChatGPT for writing, GitHub Copilot for coding, various specialised tools for data analysis, everything claims to be 'powered by AI'—without any orchestration across systems or alignment with business logic.</span></div>
<div><br></div><div> This creates what is called "AI islands"—pockets of productivity that don't connect, don't share context, and don't compound value. Employees waste time copying and pasting between tools, losing context with every handoff, and recreating work that should flow seamlessly. </div>
</div></span></div></div></div><div data-element-id="elm_Sr3qoYiBmweZ4ZoMSvJgOQ" data-element-type="divider" class="zpelement zpelem-divider "><style type="text/css"></style><style></style><div class="zpdivider-container zpdivider-line zpdivider-align-center zpdivider-align-mobile-center zpdivider-align-tablet-center zpdivider-width100 zpdivider-line-style-solid " data-divider-border-color><div class="zpdivider-common"></div>
</div></div><div data-element-id="elm_Hq_-e0MPANOVvObTJ7qt8Q" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;"><span style="font-size:22px;">The Vendor Lock-In Trap</span><br></span></h4></div>
<div data-element-id="elm_Civ6HJuFWqxKwVrUXni1bw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><div style="color:inherit;"><span style="color:inherit;"><div><div><span style="color:inherit;">The AI landscape is evolving at breakneck speed. GPT-4 dominated yesterday, Claude leads in certain tasks today, and tomorrow's breakthrough could come from anywhere. Yet most organisations are locked into single-vendor solutions, unable to switch models based on task requirements or cost considerations.</span></div>
<div><br></div><div> This inflexibility means companies can't optimise for performance, can't manage costs effectively, and can't adapt as the technology evolves. They're betting their AI strategy on a single horse in a race that's just beginning. </div>
<div><br></div></div></span></div></div></div><div data-element-id="elm_nCA7UJQISXS894DTEOu22w" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_nCA7UJQISXS894DTEOu22w"] div.zpspacer { height:8px; } @media (max-width: 768px) { div[data-element-id="elm_nCA7UJQISXS894DTEOu22w"] div.zpspacer { height:calc(8px / 3); } } </style><div class="zpspacer " data-height="8"></div>
</div></div><div data-element-id="elm_g4ghzy8q0k8HNCOvdsu4ng" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_g4ghzy8q0k8HNCOvdsu4ng"].zpelem-col{ margin-block-start:61px; } </style><div data-element-id="elm_3Q7ixnRNFOvvybtOzjCveg" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_3Q7ixnRNFOvvybtOzjCveg"] .zpimage-container figure img { width: 403px ; height: 268.67px ; } } @media (max-width: 767px) { [data-element-id="elm_3Q7ixnRNFOvvybtOzjCveg"] .zpimage-container figure img { width:415px ; height:261.58px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/LeadershipGap.jpg" width="415" height="261.58" loading="lazy" size="fit" data-lightbox="true"></picture></span></figure></div>
</div><div data-element-id="elm_z-sMza9scUGEda6kFM9gtQ" data-element-type="box" class="zpelem-box zpelement zpbox-container zsborder-shadow-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_z-sMza9scUGEda6kFM9gtQ"].zpelem-box{ background-color:#ffffff; background-image:unset; } </style><div data-element-id="elm_6kFs-XfFISzmWJ6QiCky5w" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;"><span style="font-size:22px;">The Leadership-Readiness Gap</span><br></span></h4></div>
<div data-element-id="elm_3yoRo0e-ELikIu27lb8jDg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p><span style="color:inherit;"></span></p><div><div><span style="color:inherit;">Perhaps most critically, whilst employees are ready for AI, leadership isn't. The data shows that larger organisations are twice as likely to have established AI roadmaps, dedicated transformation offices, and comprehensive training programmes¹. The rest are stuck in pilot purgatory—experimenting endlessly without the strategic vision or organisational capabilities to scale.</span></div>
</div><p></p></div></div></div></div></div></div></div><div data-element-id="elm_nbgMyh7dpihtOOw_0sfytw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_kQ6TnoZnKE-M_dub1C7i2w" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_kQ6TnoZnKE-M_dub1C7i2w"].zpelem-col{ margin-block-start:7px; } </style><div data-element-id="elm_kIa_qbBxnYVoby8quXiTUw" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_kIa_qbBxnYVoby8quXiTUw"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_kIa_qbBxnYVoby8quXiTUw"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_tXQnXyXYZYxrmZbUc71gQg" data-element-type="imageheadingtext" class="zpelement zpelem-imageheadingtext "><style> @media (min-width: 992px) { [data-element-id="elm_tXQnXyXYZYxrmZbUc71gQg"] .zpimageheadingtext-container figure img { width: 500px ; height: 333.78px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimageheadingtext-container zpimage-with-text-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/pexels-photo-8439093.jpeg" data-src="/images/pexels-photo-8439093.jpeg" size="medium" data-lightbox="true"></picture></span></figure><div class="zpimage-headingtext-container"><h3 class="zpimage-heading zpimage-text-align-left zpimage-text-align-mobile-left zpimage-text-align-tablet-left" data-editor="true"><span style="color:inherit;"><span>The Path Forward: From Fragmented Tools to Unified Platform</span></span></h3><div class="zpimage-text zpimage-text-align-left zpimage-text-align-mobile-left zpimage-text-align-tablet-left " data-editor="true"><div style="color:inherit;"><div><span style="color:inherit;">The solution isn't another AI tool—it's a fundamentally different approach to AI adoption. Successful organisations need three core capabilities:</span></div>
<div><span style="color:inherit;"><br></span></div><div><span style="color:inherit;"><div><p><strong>Observability</strong>: Real-time visibility into AI usage across the organisation, with dashboards showing usage by team, tool, and purpose. Full audit trails and cost tracking to understand ROI and manage risk.</p><p><strong><br></strong></p><p><strong>Security by Design</strong>: Enterprise-grade controls built in from day one, not bolted on as an afterthought. Region-specific data residency, data stays within your private network, role-based access controls, and compliance frameworks that satisfy IT, legal, and regulatory requirements.</p><p><strong><br></strong></p><p><strong>Unified Orchestration</strong>: AI that works across platforms, connecting tools, teams, and business logic into coherent workflows rather than isolated tasks.</p><p><br></p><p>This is precisely what PebbleAI was built to deliver.</p></div></span></div>
</div></div></div></div></div><div data-element-id="elm_FrMmjFqgKSnZVhLlcoQl-w" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_FrMmjFqgKSnZVhLlcoQl-w"] div.zpspacer { height:22px; } @media (max-width: 768px) { div[data-element-id="elm_FrMmjFqgKSnZVhLlcoQl-w"] div.zpspacer { height:calc(22px / 3); } } </style><div class="zpspacer " data-height="22"></div>
</div></div></div></div></div><div data-element-id="elm_cm4Y2UtnhPozdB2kQS_vPw" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-156 center "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_cH8-7cRL-LQoFVCJVveIFQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"> [data-element-id="elm_cH8-7cRL-LQoFVCJVveIFQ"].zprow{ margin-block-start:-43px; } </style><div data-element-id="elm_u_jHEq9IQSsSwGkliEltoA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zscall-us zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_u_jHEq9IQSsSwGkliEltoA"].zpelem-col{ background-color:rgb(255, 255, 255); background-image:unset; } </style><div data-element-id="elm_un3INco3VCJS6DBewp8b0A" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_V0nauWZuvFxPO7JB8DcsQw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-8 zpcol-sm-12 zpalign-self- zplight-section zplight-section-bg "><style type="text/css"> [data-element-id="elm_V0nauWZuvFxPO7JB8DcsQw"].zpelem-col{ border-style:solid; border-color:#EA7704 !important; border-width:5px; border-radius:15px; box-shadow:0px 0px 0px 0px #000000; } </style><div data-element-id="elm_gJZl13-rKuWbMB6k52gdTA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;"><div style="display:inline;"> How PebbleAI Solves the Real Problems <br></div></span></h4></div>
<div data-element-id="elm_cPe4SrdsaFdp9mAxm10HNQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><div><p></p><div><h5>Making the Invisible Visible</h5><p style="color:inherit;">PebbleAI acts as your AI command centre, providing complete observability into how AI is being used across your organisation. Track usage by department, monitor costs in real-time, and maintain full audit trails for compliance. No more shadow AI, no more blind spots.</p><p style="color:inherit;"><br></p><h5>Security and Compliance Built In, Not Bolted On</h5><p style="color:inherit;">With region-specific data residency (AU, EU, US, UK, and SG), private deployment options, and enterprise-grade encryption, PebbleAI ensures your data stays where it should. Your data is never used for model training, and comprehensive role-based access controls ensure only the right people see the right information.</p><p style="color:inherit;"><br></p><h5>Breaking Down AI Islands</h5><p style="color:inherit;">PebbleAI's workflow-aware architecture doesn't replace your existing tools—it orchestrates them. Create Advisors that embed institutional knowledge, deploy Assistants for specific tasks, and build Agents that manage cross-platform workflows. With Model Context Processor (MCP) support, AI seamlessly integrates with your existing systems and data services.</p><p style="color:inherit;"><br></p><h5>Multi-Model Flexibility</h5><p style="color:inherit;">Why choose between Claude's coding capabilities and GPT-5's creative writing when you can have both? PebbleAI's vendor-neutral architecture lets you route tasks to the optimal model—commercial or open-source—based on performance, cost, or privacy requirements. Switch models as the landscape evolves without rebuilding your entire AI infrastructure.</p><p style="color:inherit;"><br></p><h5>Empowering Both Creators and Consumers</h5><p style="color:inherit;">PebbleAI recognises that not everyone needs to be an AI expert. The platform enables AI "Creators" within your organisation to build chatflows, advisors, and agents that "Consumers" can leverage without technical knowledge. This democratises AI whilst maintaining governance and control.</p><p style="color:inherit;"><br></p></div>
<p></p></div></div></div></div><div data-element-id="elm_Ac199Up0f2Y_BaFcwxE1Ng" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_udyeryD7zDFve9ROv7aQOg" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_udyeryD7zDFve9ROv7aQOg"] .zpimage-container figure img { width: 393px ; height: 589.50px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-roundcorner zpimage-space-none " src="https://www.pebbletek.ai/images/optimized_SuperRobotFlip_328x492.png" size="fit" data-lightbox="true"></picture></span></figure></div>
</div></div></div></div></div></div></div><div data-element-id="elm_dPLBVfr6iOQHbOqEGLIc9Q" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-59 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_CzdqFa7ydQhDKOW-y9VODg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_-5VkKuHN77ffLSkdF152TA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_cvqUoYMkvDdUesGPseXcWw" data-element-type="iconHeadingText" class="zpelement zpelem-iconheadingtext "><style type="text/css"></style><div class="zpicon-container zpicon-align-left zpicon-align-mobile-center zpicon-align-tablet-center "><style></style><span class="zpicon zpicon-common zpicon-anchor zpicon-size-md zpicon-style-circle-fill "><svg viewBox="0 0 576 512" height="576" width="512" aria-label="hidden" xmlns="http://www.w3.org/2000/svg"><path d="M576 240c0-23.63-12.95-44.04-32-55.12V32.01C544 23.26 537.02 0 512 0c-7.12 0-14.19 2.38-19.98 7.02l-85.03 68.03C364.28 109.19 310.66 128 256 128H64c-35.35 0-64 28.65-64 64v96c0 35.35 28.65 64 64 64h33.7c-1.39 10.48-2.18 21.14-2.18 32 0 39.77 9.26 77.35 25.56 110.94 5.19 10.69 16.52 17.06 28.4 17.06h74.28c26.05 0 41.69-29.84 25.9-50.56-16.4-21.52-26.15-48.36-26.15-77.44 0-11.11 1.62-21.79 4.41-32H256c54.66 0 108.28 18.81 150.98 52.95l85.03 68.03a32.023 32.023 0 0 0 19.98 7.02c24.92 0 32-22.78 32-32V295.13C563.05 284.04 576 263.63 576 240zm-96 141.42l-33.05-26.44C392.95 311.78 325.12 288 256 288v-96c69.12 0 136.95-23.78 190.95-66.98L480 98.58v282.84z"></path></svg></span><h4 class="zpicon-heading " data-editor="true"><div style="display:inline;"> The Bottom Line: It's Time to Move Beyond Experimentation </div></h4><div class="zpicon-text-container " data-editor="true"><p></p><div><p>The statistics are clear: the gap between AI leaders and laggards is widening rapidly. Goldman Sachs projects a 15% boost to global GDP from AI over the next decade⁴, but this value won't be distributed evenly. It will flow to organisations that solve the adoption challenge—those that achieve visibility, maintain security, enable integration, and preserve flexibility.</p><p><br></p><p>Companies getting 3.7x ROI from their AI investments⁷ aren't just using better models—they're using better platforms. They've moved beyond scattered tools to unified systems that provide:</p><ul><li><strong>Full observability</strong>&nbsp;into AI usage and impact</li><li><strong>Enterprise security</strong>&nbsp;that satisfies both innovation teams and compliance officers</li><li><strong>Workflow orchestration</strong>&nbsp;that connects AI to actual business processes</li><li><strong>Model flexibility</strong>&nbsp;to adapt as the technology evolves</li></ul></div>
<p></p></div></div></div><div data-element-id="elm_P6X8KGYDXwJIFk3XUEKiDQ" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_P6X8KGYDXwJIFk3XUEKiDQ"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_P6X8KGYDXwJIFk3XUEKiDQ"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div></div></div><div data-element-id="elm_M1Fd5seWO3crf6YvcbPe-w" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_JTiFRViR6lZrV_Fl8bCA8Q" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_j4jTusMGjcEaGQtO-mewJA" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_j4jTusMGjcEaGQtO-mewJA"] .zpimage-container figure img { width: 605px ; height: 907.57px ; } } @media (max-width: 767px) { [data-element-id="elm_j4jTusMGjcEaGQtO-mewJA"] .zpimage-container figure img { width:415px ; height:384.62px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
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</div></div><div data-element-id="elm_K-f5uzdMB38kV3K1iwmWXQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_MgsmjnHLn4MwpIZj0kIzGg" data-element-type="box" class="zpelem-box zpelement zpbox-container zsleft-overlay-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_MgsmjnHLn4MwpIZj0kIzGg"].zpelem-box{ background-color:rgba(255, 255, 255, 0.95); background-image:unset; } </style><div data-element-id="elm_DLgDuEgtlOrZJ3vjrmeWHQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span><span><strong><span><span><strong>Start Where You Are, Scale When You're Ready</strong></span></span></strong></span></span></h2></div>
<div data-element-id="elm_EygQL_Ks5leiyteBAm1KfA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h5 class="zpheading zpheading-style-type3 zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;"><span>Whether you're just beginning your AI journey or looking to consolidate scattered initiatives, the path forward is clear. You need a platform that provides visibility, ensures security, enables integration, and preserves flexibility.&nbsp;</span></span><br><span style="color:inherit;">​</span><br><span style="color:inherit;">​</span><span style="color:inherit;"><span>PebbleAI offers a free plan to explore these capabilities, business plans for team deployment with governance and sharing, and enterprise options for custom workflows and private hosting. Because the question isn't whether to adopt AI—it's how to adopt it successfully.&nbsp;</span></span><br><span style="color:inherit;">​</span><br><span style="color:inherit;">​</span><span style="color:inherit;"><span>The organisations that solve the adoption challenge today will be the AI leaders of tomorrow. The technology is ready. Your employees are ready. With the right platform, your organisation can bridge the gap between AI experimentation and AI transformation.&nbsp;</span></span><br><span style="color:inherit;">​</span><br><span style="color:inherit;">​</span><span style="color:inherit;"><span>Ready to move from AI adoption to AI value? Visit&nbsp;<a href="https://pebbleai.app/">pebbleai.app</a>&nbsp;to learn more about how PebbleAI can accelerate your AI journey.</span></span></h5></div>
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</div><div data-element-id="elm_AlOJIg7PPj8gta1y8DkHYQ" data-element-type="buttonicon" class="zpelement zpelem-buttonicon "><style></style><div class="zpbutton-container zpbutton-align-center zpbutton-align-mobile-center zpbutton-align-tablet-center "><style type="text/css"></style><a class="zpbutton-wrapper zpbutton zpbutton-type-primary zpbutton-size-md zpbutton-style-none zpbutton-icon-align-left " href="https://pebbleai.app/"><span class="zpbutton-icon "><svg viewBox="0 0 512 512" height="512" width="512" aria-label="hidden" xmlns="http://www.w3.org/2000/svg"><path d="M505.12019,19.09375c-1.18945-5.53125-6.65819-11-12.207-12.1875C460.716,0,435.507,0,410.40747,0,307.17523,0,245.26909,55.20312,199.05238,128H94.83772c-16.34763.01562-35.55658,11.875-42.88664,26.48438L2.51562,253.29688A28.4,28.4,0,0,0,0,264a24.00867,24.00867,0,0,0,24.00582,24H127.81618l-22.47457,22.46875c-11.36521,11.36133-12.99607,32.25781,0,45.25L156.24582,406.625c11.15623,11.1875,32.15619,13.15625,45.27726,0l22.47457-22.46875V488a24.00867,24.00867,0,0,0,24.00581,24,28.55934,28.55934,0,0,0,10.707-2.51562l98.72834-49.39063c14.62888-7.29687,26.50776-26.5,26.50776-42.85937V312.79688c72.59753-46.3125,128.03493-108.40626,128.03493-211.09376C512.07526,76.5,512.07526,51.29688,505.12019,19.09375ZM384.04033,168A40,40,0,1,1,424.05,128,40.02322,40.02322,0,0,1,384.04033,168Z"></path></svg></span><span class="zpbutton-content">Get PebbleAI</span></a></div>
</div></div></div></div><div data-element-id="elm_cvTa05fnKCz07KkxhngI6w" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_jSshDgt2Xl_z0-ko3KwO4Q" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_qnfqvrbIimz9YNvYAWWmJw" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_qnfqvrbIimz9YNvYAWWmJw"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_qnfqvrbIimz9YNvYAWWmJw"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div></div></div><div data-element-id="elm_SsFroIy5kISdZT4FVSg1Hw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_aLwVp3Ho7oDkCjI7RxgmTg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_MZGHM8VlM7ld6hNVhbEv3w" data-element-type="iconHeading" class="zpelement zpelem-iconheading "><style type="text/css"> [data-element-id="elm_MZGHM8VlM7ld6hNVhbEv3w"].zpelem-iconheading{ background-color:rgba(52,73,94,0.16); background-image:unset; padding:20px; } </style><div class="zpicon-container zpicon-align-left zpicon-align-mobile-center zpicon-align-tablet-center "><style></style><span class="zpicon zpicon-common zpicon-anchor "><img class="zpimage custom-icon" width="71" height="70" src="https://www.pebbletek.ai/Pebbletek_Logo_revised_colours.svg"></span><h4 class="zpicon-heading " data-editor="true"><span><em>About Pebble: We're on a mission to help businesses safely leverage AI technologies strategically across the business. We strive to enhance productivity, drive innovation, and unlock new growth opportunities by enabling user-friendly, secure, and scalable AI.</em></span></h4></div>
</div></div></div></div></div><div data-element-id="elm_KKnkVJjLtGHygTycchBHnQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-59 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_jXfLHoj4BMbLPvVZglZGGA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_chw0EPOVcnl5AfEK1izorQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_SY8PrxBZhahOSkLIc6w8MA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p></p><div><p><strong>References:</strong></p><ol><li>McKinsey Global Survey on AI (2024): "The State of AI: How organizations are rewiring to capture value" -&nbsp;<a href="https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai" target="_blank" rel="">Link</a></li><li>McKinsey (2025): "AI in the workplace: A report for 2025" -&nbsp;<a href="https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/superagency-in-the-workplace-empowering-people-to-unlock-ais-full-potential-at-work" target="_blank" rel="">Link</a></li><li>BCG (2024): "AI Adoption in 2024: 74% of Companies Struggle to Achieve and Scale Value" -&nbsp;<a href="https://www.bcg.com/press/24october2024-ai-adoption-in-2024-74-of-companies-struggle-to-achieve-and-scale-value" target="_blank" rel="">Link</a></li><li>Founders Forum Group (2025): "AI Statistics 2024–2025: Global Trends, Market Growth &amp; Adoption Data" -&nbsp;<a href="https://ff.co/ai-statistics-trends-global-market/" target="_blank" rel="">Link</a></li><li>PwC (2025): "2025 AI Business Predictions" -&nbsp;<a href="https://www.pwc.com/us/en/tech-effect/ai-analytics/ai-predictions.html" target="_blank" rel="">Link</a></li><li>Coherent Solutions (2025): "2025 AI Adoption Across Industries: Trends You Don't Want to Miss" -&nbsp;<a href="https://www.coherentsolutions.com/insights/ai-adoption-trends-you-should-not-miss-2025" target="_blank" rel="">Link</a></li><li>G2 Learn (2025): "Global AI Adoption Statistics: A Review from 2017 to 2025" -&nbsp;<a href="https://learn.g2.com/ai-adoption-statistics" target="_blank" rel="">Link</a></li><li>Stanford AI Index (2025) - <a href="https://hai.stanford.edu/ai-index/2025-ai-index-report" title="Link" target="_blank" rel="">Link</a></li></ol></div>
<p></p></div></div></div></div></div></div></div>]]></content:encoded><pubDate>Fri, 15 Aug 2025 16:17:54 +1000</pubDate></item><item><title><![CDATA[The AI Future of Security and IT Operations]]></title><link>https://www.pebbletek.ai/blogs/post/the-ai-future-of-secops</link><description><![CDATA[<img align="left" hspace="5" src="https://www.pebbletek.ai/images/SuperRobotFlip.png"/>Overwhelmed by security alerts or struggling with blind spots? Discover how AI-driven agents supercharge threat detection, predict breaches, and empower analysts. See how Jess stays ahead of threats effortlessly—and how your team can too.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_Uir-H7G3TcuM9K55Pq1Heg" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_0McLFeiGRaKCvPxllZPFvw" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_fP_FwozGSCm8MRfXNH9r0Q" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_jEPN6ALATaypQyPPnvMChw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-align-center zpheading-align-mobile-center zpheading-align-tablet-center " data-editor="true"><div style="display:inline;"><div style="display:inline;"> From Alert Fatigue to Autonomous Agents:&nbsp; <br><div style="display:inline;"> ​ </div>How AI is Supercharging Security Operations and Observability </div>
</div></h2></div><div data-element-id="elm_D1QnNGbLKGBAV-YER6iDyg" data-element-type="imagetext" class="zpelement zpelem-imagetext "><style> @media (min-width: 992px) { [data-element-id="elm_D1QnNGbLKGBAV-YER6iDyg"] .zpimagetext-container figure img { width: 328px ; height: 492.5px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimagetext-container zpimage-with-text-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/optimized_SuperRobotFlip_328x492.png" size="medium" data-lightbox="true"></picture></span></figure><div class="zpimage-text zpimage-text-align-left zpimage-text-align-mobile-left zpimage-text-align-tablet-left " data-editor="true"><p></p><div><p>It’s late on a Friday evening, and Jess, a security analyst at a top-in-their-class organsation, notices something subtle yet alarming in the logs. But unlike the overwhelming flood of alerts her colleagues constantly complain about at industry conferences, Jess has the opposite problem - a suspicious silence. Budget constraints have forced her company to limit log data ingestion into their SIEM, creating blind spots that constantly gnaw at her peace of mind.</p><p><br></p><div style="display:inline;"> Tonight, however, is different. Jess’s new AI-powered security sidekick pings her: "Hey Jess, noticed something weird - could be data sneaking out. Wanna check?" It immediately hands over detailed context and recommends quick actions. This isn't some sci-fi future, it's today's AI transforming security and IT operations ensuring threats never slip by unnoticed again. </div>
</div><div><div style="display:inline;"><h2><div><span style="font-size:20px;">Goodbye SIEM Headaches, Hello AI Superheroes</span></div></h2><div><p>Many security teams aren’t drowning in alerts - they’re starving for insight. Traditional SIEM tools often force organisations into tough choices: ingest less data to control costs but risk missing crucial threats. This isn’t just frustrating, it's dangerous.</p><p><br></p><p><span>Enter AI-driven security co-pilots - intelligent agents that supercharge your security without breaking the bank. Forget trade-offs. Reports indicate most security teams face reduced visibility because of these limitations. But with AI, you can optimise visibility, boost detection, and make every dollar count.</span></p></div>
</div></div><p></p></div></div></div><div data-element-id="elm_HJP-MK5ryiTUv-gPIKBGIA" data-element-type="box" class="zpelem-box zpelement zpbox-container zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_HJP-MK5ryiTUv-gPIKBGIA"].zpelem-box{ background-color:#EFEDEE; background-image:unset; border-radius:20px; padding-block-start:0px; padding-inline-end:20px; padding-block-end:20px; padding-inline-start:20px; margin:10px; } </style><div data-element-id="elm_E_n3ibUlvNRALUVz1d26Kw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p></p><div><p><b>Take action:</b> Start by assessing where your organisation’s blind spots might be due to budget-driven log ingestion limits. Document these gaps clearly and explore AI-powered solutions specifically designed to bridge these visibility challenges without inflating your budget. Research techniques to optimise your logs with our <a href="https://landing.pebbletek.ai/guide-to-log-optimisation/">Ultimate Guide to Log Optimisation</a> and reach out for a <a href="https://www.pebbletek.ai/log-health-check">No Obligation Log Health Check</a>.</p></div>
<p></p></div></div></div><div data-element-id="elm_YyR-EJHEEjamUvMIyQjxgQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p></p><div style="display:inline;"><div><h2><div><span style="font-size:20px;">Meet Your New AI Teammates</span></div></h2><div><p>AI-driven solutions from industry giants and innovative startups are changing the game. Let's meet some of the standout heroes revolutionising security and operations:</p></div>
</div></div><p></p></div></div><div data-element-id="elm_iIeWZ9okWGqMRmTYj369HA" data-element-type="table" class="zpelement zpelem-table "><style type="text/css"> [data-element-id="elm_iIeWZ9okWGqMRmTYj369HA"].zpelem-table{ padding:0px; margin-block-start:20px; margin-inline-end:80px; margin-block-end:20px; margin-inline-start:80px; } [data-element-id="elm_iIeWZ9okWGqMRmTYj369HA"] .zptable{ background-color:#223160; background-image:unset; } [data-element-id="elm_iIeWZ9okWGqMRmTYj369HA"] .zptable table td, [data-element-id="elm_iIeWZ9okWGqMRmTYj369HA"] .zptable table tr th{ color:#FFFFFF ; font-size:12px; } [data-element-id="elm_iIeWZ9okWGqMRmTYj369HA"] .zptable table td{ border-color: rgba(255,255,255,0.56) !important; } [data-element-id="elm_iIeWZ9okWGqMRmTYj369HA"] .zptable table th{ border-color: #EA7 !important; } [data-element-id="elm_iIeWZ9okWGqMRmTYj369HA"] .zptable table th{ background: #EA7704 !important; } </style><div class="zptable zptable-align-left zptable-align-mobile-left zptable-align-tablet-left zptable-header-light zptable-header-none zptable-cell-outline-on zptable-outline-off zptable-header-sticky-tablet zptable-header-sticky-mobile zptable-zebra-style-none zptable-style-row " data-width="" data-editor="true"><div></div>
<table style="width:100%;"><tbody></tbody></table><table border="0" cellpadding="0"><tbody><tr><td><p><b>AI Solution</b></p></td><td><p><b>Core Strength</b></p></td><td><p><b>Notable Claimed Capabilities</b></p></td></tr><tr><td><p><b>Microsoft Security Copilot</b></p></td><td class="zp-selected-cell"><p>Multi-agent Automation</p></td><td><p>Handles phishing triage, identity threat alerts, proactive threat intel aggregation, and vulnerability management autonomously.&nbsp; <a href="https://www.microsoft.com/en-us/security/blog/2025/03/24/microsoft-unveils-microsoft-security-copilot-agents-and-new-protections-for-ai/#:%7E:text=Expanding%20Microsoft%20Security%20Copilot%20with%2CAI%20agentic%20capabilities">More…</a></p></td></tr><tr><td><p><b>Google Chronicle (Duet AI)</b></p></td><td><p>Intelligent Querying</p></td><td><p>Enables conversational security investigations, natural-language threat summarisation, and context-aware query handling. <a href="https://techcrunch.com/2023/08/29/google-is-bringing-generative-ai-to-its-security-tooling/#:%7E:text=Duet%20AI%20for%20Chronicle%20Security%2Cthat%20the%20model%20gives%20back">More</a>…</p></td></tr><tr><td><p><b>Splunk AI Assistant</b></p></td><td><p>Enhanced Searches, Log Management and predictive analytics</p></td><td><p>Offers AI-driven anomaly detection, predictive insights, simplified query generation, and streamlined log interpretation. <a href="https://www.splunk.com/en_us/solutions/splunk-artificial-intelligence.html">More</a>…</p></td></tr><tr><td><p><b>Palo Alto Cortex XSIAM</b></p></td><td><p>Autonomous SOC</p></td><td><p>Delivers fully autonomous lifecycle incident management from initial detection through complete response orchestration. <a href="https://www.paloaltonetworks.com/cyberpedia/what-is-extended-security-intelligence-and-automation-management-xsiam#:%7E:text=continually%20collects%20deep%20telemetry%2C%20alerts%2Capplies%20machine%20learning%20detection%20analytics">More</a>…</p></td></tr><tr><td><p><b>Dropzone AI</b></p></td><td><p>Automated Tier-1 Triage Agents</p></td><td><p>Provides real-time autonomous alert investigation, triage, context enrichment, and structured incident reporting. <a href="https://www.dropzone.ai/#:%7E:text=Pre%2C1%20alert%20triage%20and%20investigation">More</a>…</p></td></tr><tr><td><p><b>Bricklayer AI</b></p></td><td><p>Collaborative Multi-Agent SOC</p></td><td><p>Deploys specialised AI agents collaboratively handling incident triage, malware analysis, and automated response measures. <a href="https://www.bricklayer.ai/#:%7E:text=Bricklayer%20AI%20empowers%20SOCs%20to%2Coperations%20at%20speed%20and%20scale">More</a>…</p></td></tr><tr><td><p><b>Dynatrace Davis AI</b></p></td><td><p>Predictive Observability</p></td><td><p>Implements predictive detection and root-cause analysis, proactively recommending remediation actions to avoid system issues. <a href="https://www.dynatrace.com/platform/artificial-intelligence/">More</a>…</p></td></tr><tr><td><p><b>New Relic Grok</b></p></td><td><p>AI-driven Observability</p></td><td><p>Facilitates intuitive, natural-language queries for fast troubleshooting and provides predictive insights for proactive issue prevention. <a href="https://newrelic.com/press-release/20230502#:%7E:text=ahead%20of%20competitors%2C%E2%80%9D">More</a>…</p></td></tr><tr><td><p><b>Datadog Bits AI</b></p></td><td><p>Unified DevSecOps Platform</p></td><td><p>Combines comprehensive monitoring across security, performance, and operational data with integrated automated remediation capabilities. <a href="https://www.datadoghq.com/blog/bits-ai-autonomous-investigations/">More</a>…</p></td></tr></tbody></table></div>
</div><div data-element-id="elm_slSKFjMnBvh1tac4eZ7lxQ" data-element-type="box" class="zpelem-box zpelement zpbox-container zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_slSKFjMnBvh1tac4eZ7lxQ"].zpelem-box{ background-color:#EFEDEE; background-image:unset; border-radius:20px; padding-block-start:0px; padding-inline-end:20px; padding-block-end:20px; padding-inline-start:20px; margin:10px; } </style><div data-element-id="elm_a40dOtGjKAfci9PfeoIEcg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p><span><b>Take action:</b><span>&nbsp;Start by assessing where your organisation’s blind spots might be due to budget-driven log ingestion limits. Document these gaps clearly, and explore AI-powered solutions specifically designed to bridge these visibility challenges without inflating your budget.</span></span></p></div>
</div></div><div data-element-id="elm_WJKffNQ0XRgN9y9ipw2_-g" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><h2><span style="font-size:20px;"><div style="display:inline;"> AI in Action: Real-time Rescue Missions </div></span></h2><p></p><div><h2></h2><p></p><div><p>In Jess’s case, the AI agent didn’t just raise the alarm - it rallied an entire team of AI heroes, each bringing unique expertise. Imagine these tools combining forces to cross-reference telemetry, threat databases, and user behaviour instantly. Before Jess even poured her second coffee, the threat was neutralised - autonomously isolating systems and stopping suspicious access.</p><p><br></p><p>Unlike rigid, rule-based SIEMs, AI dynamically adapts. It tunes responses to changing conditions, eliminating wasteful costs while massively enhancing threat detection. No more blind spots, no more budget battles - just smart, agile, and relentless defence.</p><p><br></p></div>
<p></p></div></div></div><div data-element-id="elm_vGul5P6S-TodxYh8pVJylg" data-element-type="box" class="zpelem-box zpelement zpbox-container zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_vGul5P6S-TodxYh8pVJylg"].zpelem-box{ background-color:#EFEDEE; background-image:unset; border-radius:20px; padding-block-start:0px; padding-inline-end:20px; padding-block-end:20px; padding-inline-start:20px; margin:10px; } </style><div data-element-id="elm_yXoW5CcJ41riXsEWxLLJLw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p></p><div><p><b>Take action:</b> Pilot an integrated AI-agent setup for a controlled subset of your infrastructure. Measure outcomes meticulously - specifically response times, detection accuracy, and operational cost improvements - and use this data to scale your AI deployments confidently.</p></div>
<p></p></div></div></div></div></div></div></div><div data-element-id="elm_DRgbd0FaH-Bj-DQtGdNy2A" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-59 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_utz4YLuM-cHPsMfMt2If8Q" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_vWLmOzE5EgGKa189ZaJzaw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_8BsCS3YGssf-zQ7XTOytlw" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_8BsCS3YGssf-zQ7XTOytlw"] .zpimage-container figure img { width: 427px ; height: 640.50px ; } } @media (max-width: 767px) { [data-element-id="elm_8BsCS3YGssf-zQ7XTOytlw"] .zpimage-container figure img { width:415px ; height:384.62px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit "><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor"><picture><img class="zpimage zpimage-style-roundcorner zpimage-space-none " src="https://www.pebbletek.ai/images/optimized_MysticRobotAI_427x640.png" width="415" height="384.62" loading="lazy" size="fit"></picture></span></figure></div>
</div></div><div data-element-id="elm_pFTKozu9q1x-j8P-lfjcLA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-8 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_EdoRKkojRtUjepfuvYJdNw" data-element-type="box" class="zpelem-box zpelement zpbox-container zsleft-overlay-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_EdoRKkojRtUjepfuvYJdNw"].zpelem-box{ background-color:rgba(255, 255, 255, 0.95); background-image:unset; padding-block-start:0px; } </style><div data-element-id="elm_tk0HBMYRr1kyNy4huBG_yw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p></p><div><h2><span style="font-size:20px;"><div style="display:inline;"> Predictive Powers: Seeing Trouble Before It Arrives </div></span></h2><div><h2></h2><p></p><div><p>AI doesn’t just react - it predicts. Imagine being alerted before threats fully materialise. Solutions like Splunk, Dynatrace Davis AI and New Relic Grok do precisely this, routinely forecasting operational hiccups so you can dodge trouble proactively. Cybersecurity takes a leap forward when AI spots early signs of threats like ransomware or breaches, allowing teams to shield their systems well in advance.</p><p><br></p><p>Imagine getting alerts that say, “Heads up! Suspicious activity detected - looks like ransomware warming up. Let’s lockdown now and avoid the mess.” Welcome to proactive security, courtesy of your AI crystal ball.</p></div>
</div></div><p></p></div></div><div data-element-id="elm_fYvoeiwKpBTjgEsfAlbN5w" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_fYvoeiwKpBTjgEsfAlbN5w"].zpelem-text { background-color:#EFEDEE; background-image:unset; border-radius:20px; padding:20px; margin:10px; } </style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p><span><b>Take action:</b>&nbsp;Start incorporating predictive AI analytics into your security operations. Begin small - target one or two critical systems to monitor and tune your predictive models. Leverage these insights to proactively adjust your defences, validate effectiveness, and expand these capabilities broadly.</span></p></div>
</div><div data-element-id="elm_49GG4RrAum_pK-wVdrMs3A" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p></p><div><p><b><span style="font-size:20px;">Humans + AI: The Perfect Partnership</span></b></p><div><div><p>Contrary to worries, AI isn't here to replace human experts - it’s here to supercharge them. By automating routine tasks, AI liberates analysts like Jess to do what they do best: hunt proactively, improve security strategies, refine policies, and dive deeper into intriguing threats with AI backup.</p></div>
<p></p></div></div><p></p></div></div><div data-element-id="elm_p8zhhvhokQhov_Du1800HA" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_p8zhhvhokQhov_Du1800HA"].zpelem-text { background-color:#EFEDEE; background-image:unset; border-radius:20px; padding:20px; margin:10px; } </style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p><span><b></b><span><b>Take action:</b><span>&nbsp;Launch training programmes and workshops for your security team focused specifically on AI collaboration. Build comfort and trust through regular exposure, clear operational guidelines, and well-defined responsibilities that showcase AI as an essential teammate.</span></span></span></p></div>
</div></div></div></div><div data-element-id="elm_gIo1gN8tofmvs_YmnUq0IA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_pItaYwMPhrC4zcuPJDpDQg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Sx-8gVCKg9AucA2Nwgxesw" data-element-type="box" class="zpelem-box zpelement zpbox-container zsleft-overlay-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_Sx-8gVCKg9AucA2Nwgxesw"].zpelem-box{ background-color:rgba(255, 255, 255, 0.95); background-image:unset; } </style><div data-element-id="elm_a5hF1tMs9x4gVIrvWUAO-w" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span><span><div style="display:inline;"><span><div style="display:inline;"> Ready for the AI-Powered Future? </div></span></div></span></span></h2></div>
<div data-element-id="elm_EESfFFokt7AIexWJdyoj2Q" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h5 class="zpheading zpheading-style-type3 zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><div style="display:inline;"> Now’s the time to explore how autonomous, intelligent AI agents can elevate your organisation’s resilience and agility. <br><div style="display:inline;"> ​ </div>
<br> Take the leap today - put your organisation at the cutting edge of security innovation. With AI on your team, enjoy clearer visibility, faster responses, and finally, some peace of mind at 2 AM, knowing your digital superheroes have your back. </div><br></h5></div>
</div><div data-element-id="elm_6v28ggfJCiHICrVQOts4TQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p></p><div><p><span style="font-size:20px;font-weight:700;"></span></p></div>
<div><div><div><div> The shift to AI-powered security isn’t coming - it’s already here. Teams embracing AI report sharper detection, lightning-fast responses, and streamlined operations, transforming budget-constrained environments into proactive, powerful defence ecosystems. </div>
</div><div><br></div><div><div> ​If you're navigating painful SIEM trade-offs and restrictive licences, AI-driven agents offer your ideal path forward. Achieve comprehensive security without breaking the bank or sacrificing visibility.​&nbsp; </div>
<br></div></div>What's stopping your organisation from taking that step today? We welcome your thoughts! </div>
<div><div><div><div style="display:inline;"></div><br><p></p></div><p></p></div></div>
<p></p></div></div></div></div></div></div><div data-element-id="elm_LTXez717nAje1lSqVQiqUQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-29 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_pZyOnSxfEBvKncct28eNWw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_mukJkoEZdimB9uj59DGp6A" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-2 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style></div>
<div data-element-id="elm_9YfnTMObIMTJF2ZpWhTHhA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_6BzxMeiZSC71N_Zwb7Bs_g" data-element-type="box" class="zpelem-box zpelement zpbox-container zsbox-container-style-02 zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_uy8SiBtPuXatN7Z2hQukWA" data-element-type="iconHeadingText" class="zpelement zpelem-iconheadingtext "><style type="text/css"></style><div class="zpicon-container zpicon-align-center zpicon-align-mobile-center zpicon-align-tablet-center "><style></style><span class="zpicon zpicon-common zpicon-anchor zpicon-size-md zpicon-style-none "><svg viewBox="0 0 1792 1792" xmlns="http://www.w3.org/2000/svg"><path d="M1472 0q26 0 45 19t19 45v1664q0 26-19 45t-45 19h-1280q-26 0-45-19t-19-45v-1664q0-26 19-45t45-19h1280zm-832 288v64q0 14 9 23t23 9h64q14 0 23-9t9-23v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23zm0 256v64q0 14 9 23t23 9h64q14 0 23-9t9-23v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23zm0 256v64q0 14 9 23t23 9h64q14 0 23-9t9-23v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23zm0 256v64q0 14 9 23t23 9h64q14 0 23-9t9-23v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23zm-128 320v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm512 1280v-192q0-14-9-23t-23-9h-320q-14 0-23 9t-9 23v192q0 14 9 23t23 9h320q14 0 23-9t9-23zm0-512v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm256 1024v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23zm0-256v-64q0-14-9-23t-23-9h-64q-14 0-23 9t-9 23v64q0 14 9 23t23 9h64q14 0 23-9t9-23z"></path></svg></span><h3 class="zpicon-heading " data-editor="true">Log Health Check</h3><div class="zpicon-text-container zpicon-text-wrap-none" data-editor="true"><p><span>Are you overpaying for logs?&nbsp;<br><a href="https://www.pebbletek.ai/log-health-check">Book your free Log Health Check with Pebble today!</a></span></p></div>
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</div></div></div></div>]]></content:encoded><pubDate>Tue, 01 Apr 2025 21:24:04 +1100</pubDate></item><item><title><![CDATA[Agentic Observability]]></title><link>https://www.pebbletek.ai/blogs/post/agentic-observability</link><description><![CDATA[<img align="left" hspace="5" src="https://www.pebbletek.ai/images/g662df8731ad0b11811d3dfb8d89029688b6529f67d91116b371528474a40bad329e1ea61b99a7131b5c43449190181f4650e22714da309cf88f6d881aca405bb_1280.png"/>Explore the transformative potential of agentic AI and the critical role of observability. As AI autonomously plans and executes tasks, transparency is essential. PebbleAI.app provides dashboards, real-time monitoring, and collaboration tools, enhancing security, performance, and compliance.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_JlxyhwNYQGe4Y-VuVc8ilg" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_pNKAjmHCRe-ZTcjaMMMOeA" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_5V2xpYLjQ4Oy-52VUarEHQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_Tw4YnlIsS4WaAtPt4e7ZgQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-align-center zpheading-align-mobile-center zpheading-align-tablet-center " data-editor="true"><span style="color:inherit;">The Rise of Agentic AI and the Need for Observability</span></h2></div>
<div data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_-NQ-0bkB-mEhOyg2zKMEVg" data-element-type="imageheadingtext" class="zpelement zpelem-imageheadingtext "><style> @media (min-width: 992px) { [data-element-id="elm_-NQ-0bkB-mEhOyg2zKMEVg"] .zpimageheadingtext-container figure img { width: 1280px !important ; height: 461px !important ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="left" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimageheadingtext-container zpimage-with-text-container zpimage-align-left zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-custom zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/g662df8731ad0b11811d3dfb8d89029688b6529f67d91116b371528474a40bad329e1ea61b99a7131b5c43449190181f4650e22714da309cf88f6d881aca405bb_1280.png" data-src="/images/g662df8731ad0b11811d3dfb8d89029688b6529f67d91116b371528474a40bad329e1ea61b99a7131b5c43449190181f4650e22714da309cf88f6d881aca405bb_1280.png" size="custom" data-lightbox="true"></picture></span></figure><div class="zpimage-headingtext-container"><h3 class="zpimage-heading zpimage-text-align-left zpimage-text-align-mobile-left zpimage-text-align-tablet-left" data-editor="true"><div style="color:inherit;"><br><div><span style="color:inherit;">​</span></div>
<br><div><span style="color:inherit;">​</span></div><br><div><span style="color:inherit;">​</span></div>
<br><div><span style="color:inherit;">​</span></div><br><div><span style="color:inherit;">​</span></div>
<br><div><br></div></div></h3><div class="zpimage-text zpimage-text-align-left zpimage-text-align-mobile-left zpimage-text-align-tablet-left " data-editor="true"><p><span style="color:inherit;">There’s a new buzzword atop <a href="https://www.gartner.com/en/articles/top-technology-trends-2025" title="Gartner’s tech trend list: Agentic AI" target="_blank" rel="nofollow">Gartner’s tech trend list: Agentic AI</a>. This refers to AI systems (often powered by large language models) that don’t just respond to a single prompt, but can autonomously plan and execute tasks – in other words, AI with a degree of agency. From customer service bots that juggle multiple queries to AI “assistants” that can browse the web and trigger workflows, these agents are quickly moving from sci-fi to business reality. Gartner projects that by 2028, agentic AI will be making 15% of day-to-day work decisions and that one-third of enterprise software will include agentic AI components (up from less than 1% today).</span></p><p><span style="color:inherit;"><br></span></p><div style="color:inherit;"><div> As exciting as this is, it also poses a burning question: How do we monitor and trust these autonomous agents? In traditional software, we use logging, monitoring, and APM tools to know what’s going on under the hood. We need the same (if not more) for AI agents that learn and act in semi-unpredictable ways. This is where agentic observability comes in – a new discipline focused on gaining visibility into the inner workings of AI agents. </div>
<br><div> Observability in this context means capturing the full story of an AI agent’s operation: the prompts it received, the chain of thoughts or reasoning it went through, every call it made to an external tool or API, and the outputs it produced. Why is this critical? Because without it, deploying an AI agent is like employing a staff member you can’t supervise at all. You wouldn’t run a business department in total darkness, and similarly, you shouldn’t deploy autonomous AI without the ability to observe and audit its decisions. </div>
</div><p><span style="color:inherit;"><br></span></p></div></div></div></div><div data-element-id="elm_7FzRiZjChHpsg767xZL4Qg" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_7FzRiZjChHpsg767xZL4Qg"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_7FzRiZjChHpsg767xZL4Qg"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_tXQnXyXYZYxrmZbUc71gQg" data-element-type="imageheadingtext" class="zpelement zpelem-imageheadingtext "><style> @media (min-width: 992px) { [data-element-id="elm_tXQnXyXYZYxrmZbUc71gQg"] .zpimageheadingtext-container figure img { width: 500px ; height: 280.08px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimageheadingtext-container zpimage-with-text-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/ai-generated-7999443_1280.png" data-src="/images/ai-generated-7999443_1280.png" size="medium" data-lightbox="true"></picture></span></figure><div class="zpimage-headingtext-container"><h3 class="zpimage-heading zpimage-text-align-left zpimage-text-align-mobile-left zpimage-text-align-tablet-left" data-editor="true"><span style="color:inherit;">Current Solutions and Their Shortcomings</span></h3><div class="zpimage-text zpimage-text-align-left zpimage-text-align-mobile-left zpimage-text-align-tablet-left " data-editor="true"><div style="color:inherit;"><div> Recognising this need, the market has seen an emergence of tools aiming to monitor AI agents. Some are open-source projects born out of the LLM developer community, while others are commercial platforms from startups and incumbents. For example, LangSmith (from LangChain) and Langfuse offer trace logging of LLM calls; tools like Helicone act as proxies to capture prompt/response data; and Arize/Phoenix and WhyLabs are extending traditional ML monitoring into the generative AI realm​<span style="color:inherit;">. This flurry of innovation is great to see – it shows that as an industry we’re taking AI oversight seriously.</span></div>
<br><div><span style="color:inherit;">However, most of these solutions address only parts of the problem. A lot of developer-focused tools can log each API call or each prompt, but they struggle to present the higher-level picture – especially when an agent has to string together dozens of steps or collaborate with other agents. Imagine a customer support AI agent that, to resolve one query, might consult a product database, draft an answer, double-check via another AI, and then respond. A human debugging that session needs to see the whole sequence with timestamps and decisions. Few tools today provide that out-of-the-box.</span></div>
<div><span style="color:inherit;"><br></span></div><div> Another issue is fragmentation. One tool might tell you how many times the AI called the language model (and how much that’s costing you), while another might evaluate whether the AI’s answer was factually correct. You might resort to custom scripts or manual analysis to connect the dots – hardly a sustainable strategy. This fragmentation means higher overhead to achieve observability, and potential blind spots if some piece isn’t captured. </div>
<br><div> Crucially, many existing solutions weren’t built with enterprise governance in mind. They were made by and for AI developers, which is fantastic for early-stage experimentation, but enterprises have stricter demands. Logging data may need to be kept private or on-premises. Different teams might want role-based access (e.g., only data scientists can view raw prompts with customer data, whereas business owners just see aggregate metrics). Compliance logging – say, keeping records to comply with the upcoming EU AI Act – might not be considered in a hobby project that focuses just on debugging model prompts. </div>
<br><div> In short, while we do have tools signalling the start of “AI observability” as a practice, there’s a gap in integrated, enterprise-ready solutions that cover the full lifecycle of agentic AI. Businesses adopting AI agents today often express frustration that they lack a “single source of truth” for understanding their AI’s behavior. They might be cobbling together an internal dashboard or exporting logs to Excel – approaches that won’t scale when they go from one pilot agent to a fleet of fifty automating various processes. </div>
</div></div></div></div></div><div data-element-id="elm_M6Z8ZJ9a_BQbhVfBMiXEQg" data-element-type="dividerText" class="zpelement zpelem-dividertext "><style type="text/css"> [data-element-id="elm_M6Z8ZJ9a_BQbhVfBMiXEQg"] .zpdivider-container.zpdivider-text .zpdivider-common{ font-size:24px; } [data-element-id="elm_M6Z8ZJ9a_BQbhVfBMiXEQg"].zpelem-dividertext{ } </style><style></style><div class="zpdivider-container zpdivider-text zpdivider-align-left zpdivider-align-mobile-left zpdivider-align-tablet-left zpdivider-width100 zpdivider-line-style-solid zpdivider-style-none "><div class="zpdivider-common"> Our Vision: The Central Observatory for All Your AI Agents </div>
</div></div></div></div></div></div><div data-element-id="elm_vt5gWWRX80Q5NCvJ2Ur9kQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-64 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_chqs3S3qcY96vK2vOKsO1Q" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_4xea70i_Aw5B5OXgbpSdLw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Fb5Tn2OEk76-x7M_LZcR6g" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_Fb5Tn2OEk76-x7M_LZcR6g"] div.zpspacer { height:22px; } @media (max-width: 768px) { div[data-element-id="elm_Fb5Tn2OEk76-x7M_LZcR6g"] div.zpspacer { height:calc(22px / 3); } } </style><div class="zpspacer " data-height="22"></div>
</div></div></div><div data-element-id="elm_dDfEZDCXpzTBP8LpoKhTXw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_PV3L6MDsjEcskysvYMvchg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zplight-section zplight-section-bg "><style type="text/css"> [data-element-id="elm_PV3L6MDsjEcskysvYMvchg"].zpelem-col{ background-color:rgba(241, 243, 245, 0.7); background-image:unset; } </style><div data-element-id="elm_eMgxUqf-ToIjRWE5KJ9q9g" data-element-type="row" class="zprow zprow-container zsmore-spacing-column zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_XWxGpMa6KpirXu7kJ-gFSA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_KWwrQAfY367Yh9V_RxgbQQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;">Holistic View</span></h4></div>
<div data-element-id="elm_q2orCSEKCSjLuQuDnDQ4dg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p><span style="color:inherit;">Pebble AI doesn’t just show you API calls or chat transcripts in isolation. It reconstructs the full narrative of each agent’s task. If your AI sales assistant goes through 10 steps to generate a lead, you’ll see all 10 in order – along with timing, cost, and outcome at each step. This holistic trace is presented in an easy, visual timeline UI, so you can literally replay an agent’s thought process. Think of it like debugging a complex program – but the “code” is the agent’s decisions and the “debugger” is Pebble AI, stepping through each function call (be it an LLM call or a database query).</span></p></div>
</div><div data-element-id="elm_7MM6uejAEUa3Z1GroH72Dw" data-element-type="divider" class="zpelement zpelem-divider "><style type="text/css"></style><style></style><div class="zpdivider-container zpdivider-line zpdivider-align-center zpdivider-align-mobile-center zpdivider-align-tablet-center zpdivider-width100 zpdivider-line-style-solid " data-divider-border-color><div class="zpdivider-common"></div>
</div></div><div data-element-id="elm_Bhd5aau0QkW3DtVIQJoyAQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;">Integrated Governance Features</span></h4></div>
<div data-element-id="elm_9Z7ju3VhewxlPB8jHPKeOw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><div style="color:inherit;"><span style="color:inherit;">We know observability data isn’t just for engineers – it’s for compliance officers, risk managers, and business leaders. Pebble AI comes with <strong>audit trail exports</strong> and compliance dashboards out-of-the-box. Need to comply with that EU AI Act logging requirement? Your Pebble console can generate a report of all agent decisions, complete with timestamps and annotations about who/what reviewed them, in a format ready for auditors. We also allow setting <em>policies</em> in the platform – for instance, “if the agent’s confidence is below X, require human review” – and Pebble will help enforce those by catching low-confidence outputs and alerting a human operator. By baking governance in, we remove the need for separate manual processes to supervise the AI; oversight is part of the system’s DNA.</span></div>
</div></div><div data-element-id="elm_xk8dgoutj-QbNtG9XwBI3A" data-element-type="divider" class="zpelement zpelem-divider zsshow-element-indevice "><style type="text/css"></style><style></style><div class="zpdivider-container zpdivider-line zpdivider-align-center zpdivider-align-mobile-center zpdivider-align-tablet-center zpdivider-width100 zpdivider-line-style-solid " data-divider-border-color><div class="zpdivider-common"></div>
</div></div><div data-element-id="elm_mDCNvAUvMxxSagVrae_H2Q" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_mDCNvAUvMxxSagVrae_H2Q"] div.zpspacer { height:8px; } @media (max-width: 768px) { div[data-element-id="elm_mDCNvAUvMxxSagVrae_H2Q"] div.zpspacer { height:calc(8px / 3); } } </style><div class="zpspacer " data-height="8"></div>
</div></div><div data-element-id="elm_XfJ-e2C715pfpRDiH5qzUw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_ekMcO2L2aIZFBgTRfNMYoQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;">Multi-Agent Aware</span></h4></div>
<div data-element-id="elm_ihiZXfLCilutIX8byZG-fw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><div style="color:inherit;"><div><span style="color:inherit;">Organisations are starting to deploy not just one agent in a silo, but suites of agents that might collaborate. Pebble AI is built to handle that reality. You can monitor not only individual agents, but also the interplay between them. For example, if you have one AI agent summarizing data and another agent taking that summary to draft a report, Pebble will show the handoff. We support tagging and grouping of agents, so you can view metrics for a single agent or aggregate for a team of agents working on a process. This is agentic observability at the system level, not just the component level.</span></div>
</div></div></div><div data-element-id="elm_Sr3qoYiBmweZ4ZoMSvJgOQ" data-element-type="divider" class="zpelement zpelem-divider "><style type="text/css"></style><style></style><div class="zpdivider-container zpdivider-line zpdivider-align-center zpdivider-align-mobile-center zpdivider-align-tablet-center zpdivider-width100 zpdivider-line-style-solid " data-divider-border-color><div class="zpdivider-common"></div>
</div></div><div data-element-id="elm_Hq_-e0MPANOVvObTJ7qt8Q" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;">Intelligent Insights, Not Just Data</span></h4></div>
<div data-element-id="elm_Civ6HJuFWqxKwVrUXni1bw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><div style="color:inherit;"><div><span style="color:inherit;">Raw logs are not enough. Pebble AI is incorporating analytics and AI to help <strong>interpret</strong> the observability data. Our platform can automatically flag unusual patterns (using anomaly detection models) and even score the quality of agent outputs using built-in evaluators. For example, Pebble might highlight that “This week, Agent A’s average task completion time doubled compared to last week” or “Agent B has produced answers with a much more negative tone than usual – possible issue?”. These insights are surfaced in a dashboard and can be sent as alerts. The idea is to offload the burden of analysis – Pebble doesn’t just collect data, it helps you make sense of it at a glance. Ultimately, this means you spend less time sifting through logs and more time optimizing and strategizing your AI deployments.</span></div>
</div></div></div><div data-element-id="elm_nCA7UJQISXS894DTEOu22w" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_nCA7UJQISXS894DTEOu22w"] div.zpspacer { height:8px; } @media (max-width: 768px) { div[data-element-id="elm_nCA7UJQISXS894DTEOu22w"] div.zpspacer { height:calc(8px / 3); } } </style><div class="zpspacer " data-height="8"></div>
</div></div><div data-element-id="elm_g4ghzy8q0k8HNCOvdsu4ng" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_g4ghzy8q0k8HNCOvdsu4ng"].zpelem-col{ margin-block-start:61px; } </style><div data-element-id="elm_3Q7ixnRNFOvvybtOzjCveg" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_3Q7ixnRNFOvvybtOzjCveg"] .zpimage-container figure img { width: 403px ; height: 268.67px ; } } @media (max-width: 767px) { [data-element-id="elm_3Q7ixnRNFOvvybtOzjCveg"] .zpimage-container figure img { width:415px ; height:261.58px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/bcc795e53e01edb9a8b5.jpg" width="415" height="261.58" loading="lazy" size="fit" data-lightbox="true"></picture></span></figure></div>
</div><div data-element-id="elm_z-sMza9scUGEda6kFM9gtQ" data-element-type="box" class="zpelem-box zpelement zpbox-container zsborder-shadow-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_z-sMza9scUGEda6kFM9gtQ"].zpelem-box{ background-color:#ffffff; background-image:unset; } </style><div data-element-id="elm_6kFs-XfFISzmWJ6QiCky5w" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;">Flexibility and Integration</span></h4></div>
<div data-element-id="elm_3yoRo0e-ELikIu27lb8jDg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p><span style="color:inherit;">Pebble AI is designed API-first. We know each company might use a different stack – you might have some Python agents using LangChain, some Node.js services calling the OpenAI API directly, maybe an off-the-shelf chatbot platform – and ripping those out is not feasible. So instead, Pebble AI provides connectors and SDKs to plug into any environment. We want to meet you where you are: whether it’s via a simple REST endpoint where you send us logs, or a direct integration with your cloud provider’s AI services, or a drop-in library that instruments calls. Similarly, we make it easy to pull data out: want to push an alert to Slack or your SIEM when an agent makes a critical error? Or query our system from your BI tool to see quarterly trends? All doable. Pebble AI acts as a <strong>hub</strong>, not a closed box. This stands in contrast to some solutions that lock you into their interface or require all-or-nothing adoption.</span></p></div>
</div></div></div></div></div></div><div data-element-id="elm_nbgMyh7dpihtOOw_0sfytw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_kQ6TnoZnKE-M_dub1C7i2w" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_kQ6TnoZnKE-M_dub1C7i2w"].zpelem-col{ margin-block-start:7px; } </style><div data-element-id="elm_FrMmjFqgKSnZVhLlcoQl-w" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_FrMmjFqgKSnZVhLlcoQl-w"] div.zpspacer { height:22px; } @media (max-width: 768px) { div[data-element-id="elm_FrMmjFqgKSnZVhLlcoQl-w"] div.zpspacer { height:calc(22px / 3); } } </style><div class="zpspacer " data-height="22"></div>
</div></div></div></div></div><div data-element-id="elm_cm4Y2UtnhPozdB2kQS_vPw" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-156 center "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_cH8-7cRL-LQoFVCJVveIFQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"> [data-element-id="elm_cH8-7cRL-LQoFVCJVveIFQ"].zprow{ margin-block-start:-43px; } </style><div data-element-id="elm_u_jHEq9IQSsSwGkliEltoA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zscall-us zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_u_jHEq9IQSsSwGkliEltoA"].zpelem-col{ background-color:rgb(255, 255, 255); background-image:unset; } </style><div data-element-id="elm_un3INco3VCJS6DBewp8b0A" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_V0nauWZuvFxPO7JB8DcsQw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-8 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_gJZl13-rKuWbMB6k52gdTA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span style="color:inherit;">Enabling Sustainable AI Automation</span></h4></div>
<div data-element-id="elm_cPe4SrdsaFdp9mAxm10HNQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><div style="color:inherit;"><p>When agentic AI is deployed with proper observability and control, it becomes a reliable engine for automation. We move past the fear of “AI behaving badly” because we have the tools to catch and correct any misbehavior. This opens the door for businesses to automate more and <strong>innovate faster</strong> with AI.</p><p><br></p><p>Picture a future (not far off) where every company has dozens of specialized AI agents: researchers, assistants, analysts, customer reps. Managing that could be chaos – <em>unless</em> you have a way to see and manage all agents centrally. Pebble AI aspires to be that command center that makes large-scale AI agent deployment not only possible, but smooth and sustainable.</p><p><br></p><p>At Pebble AI, we believe <strong>transparency is empowerment</strong>. By shedding light on AI agents’ inner workings, we empower businesses to embrace these agents confidently. Instead of treating AI like a mysterious black box or a quirky intern that sometimes “figures things out somehow,” companies can treat AI agents as fully accountable team members – whose work is tracked, quality-checked, and aligned with the company’s goals and values.</p><p><br></p><p>The importance of agentic observability cannot be overstated. It’s how we ensure AI continues to serve us, not stray into unintended territory. It’s how we scale one successful pilot into a thousand agents creating value across an enterprise. And it’s how we build trust – with users, with regulators, and with ourselves that we are in control of our creations.</p><p><br></p><p>Pebble AI is proud to be at the forefront of this movement. We’re not just building a product; we’re helping shape the practices and standards that will define responsible AI automation in the years to come. If you’re on the journey of adopting AI agents, we invite you to partner with us. Together, we can unlock incredible productivity while staying true to the principles of transparency and accountability.</p><p><br></p></div>
</div></div></div><div data-element-id="elm_Ac199Up0f2Y_BaFcwxE1Ng" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_udyeryD7zDFve9ROv7aQOg" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_udyeryD7zDFve9ROv7aQOg"] .zpimage-container figure img { width: 500px ; height: 333.78px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/pexels-photo-8439093.jpeg" size="medium" data-lightbox="true"></picture></span></figure></div>
</div></div></div></div></div></div></div><div data-element-id="elm_dPLBVfr6iOQHbOqEGLIc9Q" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-59 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_CzdqFa7ydQhDKOW-y9VODg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_-5VkKuHN77ffLSkdF152TA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_z4OO1TevZ8ZSq7okYXg-mg" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_z4OO1TevZ8ZSq7okYXg-mg"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_z4OO1TevZ8ZSq7okYXg-mg"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
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</div></div>]]></content:encoded><pubDate>Fri, 21 Mar 2025 11:21:55 +1100</pubDate></item><item><title><![CDATA[Are You Overpaying for Logs?]]></title><link>https://www.pebbletek.ai/blogs/post/cut-log-costs-without-losing-critical-data</link><description><![CDATA[<img align="left" hspace="5" src="https://www.pebbletek.ai/images/photo-1524311583145-d5593bd3502a"/>Is your IT budget inflated by excessive log data? Learn practical, proven strategies to trim log volumes by up to 80%, including filtering noise, consolidating duplicates, and smart routing with tools like Cribl—saving costs without sacrificing critical security insights.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_Uir-H7G3TcuM9K55Pq1Heg" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_0McLFeiGRaKCvPxllZPFvw" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_fP_FwozGSCm8MRfXNH9r0Q" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_jEPN6ALATaypQyPPnvMChw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-align-center zpheading-align-mobile-center zpheading-align-tablet-center " data-editor="true"><div style="display:inline;"> How to Cut Costs Without Losing Critical Data </div></h2></div>
<div data-element-id="elm_D1QnNGbLKGBAV-YER6iDyg" data-element-type="imagetext" class="zpelement zpelem-imagetext "><style> @media (min-width: 992px) { [data-element-id="elm_D1QnNGbLKGBAV-YER6iDyg"] .zpimagetext-container figure img { width: 500px ; height: 333.33px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimagetext-container zpimage-with-text-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/photo-1524311583145-d5593bd3502a" size="medium" data-lightbox="true"></picture></span></figure><div class="zpimage-text zpimage-text-align-left zpimage-text-align-mobile-left zpimage-text-align-tablet-left " data-editor="true"><p></p><div><h2><span style="font-size:20px;">The Log Explosion: Why Your Bills Keep Growing</span></h2><p>Remember when logs were just simple text files you rarely checked? Today, they're more like that overflowing kitchen drawer - packed full, chaotic, and a pain to navigate. The reality is, log volumes are exploding, increasing by roughly 35% year-over-year. This means your logs today might triple or quadruple in size in just a few short years. With typical SIEM costs ranging between $2 to $5 per gigabyte, many companies see their log storage bills ballooning into millions annually.</p><p><br></p><p>In fact, research indicates that 38% of businesses struggle to extract meaningful insights from their log data simply because there's too much noise. This isn't just a storage issue - it's actively hindering your security posture.</p></div>
<p></p></div></div></div><div data-element-id="elm_r_XfYzY4EZlb1MK4WhBxvw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p></p><div><h2><span style="font-size:20px;">Why You're Probably Paying Too Much</span></h2><p>Organisations often fall into the trap of collecting excessive log data "just in case." We get it: nobody wants to miss that critical piece of evidence during an incident investigation. However, logging everything - every login attempt, debug info, repetitive system events - quickly becomes overwhelming and costly. It's akin to holding onto every receipt from every coffee you've ever bought, "just in case." Your wallet fills up quickly, and there are better ways to store this information in case you need it one day. I'm not saying you shouldn't keep or your logs, but you can do it in a more intelligent and cost-effective way, acknowledging that the data in the logs themselves may be unnecessary to your purpose.</p><p><br></p><p>This "log-hoarding" habit not only inflates your storage and licensing fees, but it buries your critical alerts under mountains of irrelevant data, slowing your incident response and taxing your analysts.</p></div>
<p></p></div></div><div data-element-id="elm_EppfJ2dhLHFix41sygK0rw" data-element-type="box" class="zpelem-box zpelement zpbox-container zplight-section zplight-section-bg "><style type="text/css"> [data-element-id="elm_EppfJ2dhLHFix41sygK0rw"].zpelem-box{ background-color:rgba(52,73,94,0.1); background-image:unset; padding-block-start:0px; padding-inline-end:20px; padding-block-end:20px; padding-inline-start:20px; } </style><div data-element-id="elm_jIKOEJivAaSZ0UgDtb9gwQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p></p><div><h2 style="line-height:1.5;"><span style="font-size:20px;font-weight:600;">Quick and Effective Ways to Reduce Your Log Costs</span></h2><p>Good news: you don’t have to embark on a year-long project to start saving on log costs. Think of this as a bit of “Marie Kondo meets IT” – we’re going to tidy up that log closet and only keep what truly sparks joy (or at least, sparks useful insights). Here are some selected quick wins you can implement right away to reduce log volume and costs without losing critical data - download our whitepaper for a more comprehensive list:</p><ul><li><span style="font-weight:bold;">Filter Redundant and Noisy Data:&nbsp;</span>Start at the source by filtering out redundant fields and verbose metadata before it hits your SIEM. For example, timestamps in multiple formats or GUIDs repeated endlessly add little value but consume costly space. Both Splunk and Microsoft Sentinel offer built-in solutions (like Splunk's ingest-time filtering and Sentinel's Data Collection Rules) to help you easily implement this.</li><li><span style="font-weight:bold;">Consolidate Duplicate Events:</span>&nbsp;If a single event generates multiple logs (like a VPN login event appearing across firewalls, VPN concentrators, and directory servers), consolidate them into one enriched event. Additionally, if your logs generate identical repetitive messages, aggregate them. Instead of indexing 100 identical error messages, store it once with a count of 100. Simple aggregations can cut log volumes by 10-20% instantly.</li><li><span style="font-weight:bold;">Leverage Tiered Storage and Intelligent Retention Policies:</span>&nbsp;Not all log data deserves the same storage treatment. Prioritise your critical logs in high-performance storage and move less essential data - like verbose debug logs - to cheaper, lower-tier storage or archival solutions. For example, Splunk's archival index to AWS S3 or Azure Sentinel's Basic Logs can dramatically lower your ongoing storage costs.</li><li><span style="font-weight:bold;">Harness Tools Like Cribl for Smarter Log Routing:</span>&nbsp;Pebble partners with Cribl, a powerful log routing tool that filters, transforms, and routes logs intelligently before they reach your SIEM or observability platform. Cribl can dramatically reduce data volume by selectively filtering redundant or irrelevant data. Best of all, Cribl is free to use up to 1 TB/day, giving you ample room to test the impact without upfront costs.</li></ul></div>
<p></p></div></div></div><div data-element-id="elm_WJKffNQ0XRgN9y9ipw2_-g" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><h2><span style="font-size:20px;">Real-World Wins: How Much Can You Actually Save?</span></h2><p></p><div><h2></h2><p>In short, these quick wins are your log cleanup checklist: filter, consolidate, tier, and route. They’re relatively easy to implement and often yield immediate savings. It’s not unrealistic to reduce your log ingestion by 20–80% or more without losing any important data​. (Yes, you read that right – you could cut your bill nearly in half just by trimming the fat!). And as a bonus, your analysts will thank you when their threat hunts no longer involve wading through endless noise.</p><p><br></p><p>One organization cut its firewall log volume by 62% simply by filtering trivial events. Another saved nearly $2 million annually by trimming redundant application logs and unnecessary Windows event logs.</p><p><br></p><p>The potential savings aren't just theoretical - they're proven results that free up budgets and let security teams focus on threats rather than sifting through noise.</p></div>
</div></div></div></div></div></div><div data-element-id="elm_DRgbd0FaH-Bj-DQtGdNy2A" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-59 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_utz4YLuM-cHPsMfMt2If8Q" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_vWLmOzE5EgGKa189ZaJzaw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_8BsCS3YGssf-zQ7XTOytlw" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_8BsCS3YGssf-zQ7XTOytlw"] .zpimage-container figure img { width: 800px ; height: 1276.81px ; } } @media (max-width: 767px) { [data-element-id="elm_8BsCS3YGssf-zQ7XTOytlw"] .zpimage-container figure img { width:415px ; height:384.62px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-large zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit "><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor"><picture><img class="zpimage zpimage-style-roundcorner zpimage-space-none " src="https://www.pebbletek.ai/images/g3420ba78a2a021ce7f193a60397ce68c1acea5e991e2a237d65c8c81aa8d1e9c30c01f3544f2bf746ecf941adb969b22c4c0cf4bc977b97cbbd04c67c2642924_1280.jpg" width="415" height="384.62" loading="lazy" size="large"></picture></span></figure></div>
</div></div><div data-element-id="elm_pFTKozu9q1x-j8P-lfjcLA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-8 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_EdoRKkojRtUjepfuvYJdNw" data-element-type="box" class="zpelem-box zpelement zpbox-container zsleft-overlay-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_EdoRKkojRtUjepfuvYJdNw"].zpelem-box{ background-color:rgba(255, 255, 255, 0.95); background-image:unset; padding-block-start:0px; } </style><div data-element-id="elm_tk0HBMYRr1kyNy4huBG_yw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left zptext-align-mobile-left zptext-align-tablet-left " data-editor="true"><p></p><div><h2><span style="font-size:20px;">Your Next Steps: Act Now and Save</span></h2><div><h2></h2><p>By now, you might be thinking, “Okay, I know I have a problem – what do I do next?” Don’t worry, you don’t have to solve this alone (and you definitely don’t have to manually comb through each log line with a highlighter... unless that’s your idea of fun). Here are some concrete next steps to get your logging costs under control:</p><ol start="1"><li><p>Take a Step Back and Assess: First, get visibility into what you’re logging and spending. Identify the top offenders – which sources are generating the most volume and cost? (Your SIEM or log platform likely has a usage dashboard for this). You might discover, for example, that one application’s debug logs are 40% of your ingest. Simply turning that off in production could save a fortune.</p></li><li><p>Download Our Free White Paper: We’ve compiled a comprehensive white paper, “The Ultimate Guide to Log Optimisation: Cutting Costs While Maximising Insights,” that deep dives into the strategies we touched on here. It’s chock full of real-world examples, case studies, and step-by-step guidance on filtering, routing, and retention tuning. If you want to arm yourself with a blueprint for log optimisation (and show your boss you’re not just winging it), this guide is a must-read. It expands on how to achieve that 20–50% log volume reduction without losing critical data​, and it outlines platform-specific tips for Splunk, Sentinel, Elastic, and more. Best of all, it’s written in plain English – no PhD in log management required.</p></li><li><p>Get a Log Health Check (Free Assessment): Sometimes you need a fresh pair of eyes. Sign up for our Log Health Check – a free assessment where our logging experts (yes, we’re nerds about this stuff) review your current log setup. Think of it like taking your car to a mechanic for a tune-up. We’ll identify immediate areas of savings, like redundant data you can drop or misconfigured retention policies. Often, we find quick wins in just a few hours that can slash tens of thousands off your SIEM bill annually. We’ll give you a report of recommendations tailored to your environment. Whether you have Splunk, Sentinel, or another tool, our team knows the ins and outs (we live and breathe logs). There’s zero obligation – whether you implement the tips yourself or engage us to help, you’ll at least know where you stand and how much you could be saving.</p></li><li><p>Implement &amp; Iterate: Log optimisation isn’t a one-and-done project – it’s an ongoing habit. Start with the low-hanging fruit identified from the steps above. Maybe you begin by filtering out a few noisy Windows Event IDs and see immediate savings. Then you consolidate those duplicate VPN logs that were flooding your SIEM. Track the savings (it feels good, trust me) and celebrate them. Then rinse and repeat. Set a calendar reminder to review your logging strategy quarterly. As new systems come online or updates happen, logs can creep back up. But now you’ll have the mindset and tools to keep things lean and efficient. Over time, this becomes part of your team’s culture – logging with purpose, not by default.</p></li><li><p>Consider Enlisting a Partner (if needed): If you find this overwhelming or just have bigger fish to fry, consider bringing in a partner (like us, cue shameless plug) who specialises in log management and SIEM cost optimisation. We work with companies to implement solutions like Cribl, fine-tune Splunk ingest rules, build long-term log retention roadmaps, and even leverage AI-driven log reduction techniques. The ROI on such projects is typically very high – you’re directly cutting recurring costs and improving security operations. Whether you do it in-house or with help, the important thing is to take action. Every day that passes with the status quo is literally money down the drain.</p></li></ol></div>
</div><p></p></div></div></div></div></div><div data-element-id="elm_gIo1gN8tofmvs_YmnUq0IA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_pItaYwMPhrC4zcuPJDpDQg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Sx-8gVCKg9AucA2Nwgxesw" data-element-type="box" class="zpelem-box zpelement zpbox-container zsleft-overlay-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_Sx-8gVCKg9AucA2Nwgxesw"].zpelem-box{ background-color:rgba(255, 255, 255, 0.95); background-image:unset; } </style><div data-element-id="elm_a5hF1tMs9x4gVIrvWUAO-w" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span><span>Wrapping Up – Optimise Now, Thank Yourself Later</span></span></h2></div>
<div data-element-id="elm_EESfFFokt7AIexWJdyoj2Q" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h5 class="zpheading zpheading-style-type3 zpheading-align-left zpheading-align-mobile-left zpheading-align-tablet-left " data-editor="true"><span>Optimising your logs isn't about logging less; it's about logging smarter. With the right strategies, you'll keep costs under control and ensure critical data remains clear and actionable. Download our whitepaper to understand if you're overpaying for logs, explore DIY approaches to optimising logs, convince stakeholders the value of overhauling your logging strategy, and future proof your logging approach with AI automation.</span><br></h5></div>
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</div></div></div></div>]]></content:encoded><pubDate>Wed, 19 Mar 2025 20:21:50 +1100</pubDate></item><item><title><![CDATA[Guarding the Future: How AI is Both the Defender and Threat in Cybersecurity]]></title><link>https://www.pebbletek.ai/blogs/post/Guarding-the-Future-How-AI-is-Both-the-Defender-and-Threat-in-Cyber-Security</link><description><![CDATA[<img align="left" hspace="5" src="https://www.pebbletek.ai/images/g68916c45f17b3b31a810c15e8f265702480834d194cdd8306d7c8cf415dd9a3ef64536f0a551120f54e03f542c473b1e4adef35ed9eb8100cd614b461274cb1b_1280.jpg"/>AI is turning cybersecurity into more like a scene from sci-fi — where cutting-edge defences meet clever new threats. From real-world hacks to surprising vulnerabilities, this guide helps you understand and compartmentalise AI risks, orient your teams, and protect your organisation.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_D0FYi0hgH7jWcrRGnJk4fQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_nGCZFao8ihC-FyMWQe44Sg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_93jDs-Z21skD4wvA_on8sw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-8 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_s4YN3kfgDmBzLCsiaefovw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><p>Have you seen these movies? (spoiler alert!)</p><ul><li><span style="font-style:italic;">2001: A Space Odyssey (1968)&nbsp;-&nbsp;</span>HAL 9000, the infamous onboard AI, takes control of decisions on a space mission, prioritising its objectives over the crew’s safety. While HAL represents AGI (artificial general intelligence) with full autonomy, today’s&nbsp;AI in autonomous vehicles systems is moving toward real-time decision-making with minimal human input, echoing HAL’s capabilities (though hopefully with strict safeguards!).</li><li><span style="font-style:italic;">Minority Report (2002)&nbsp;</span>- Predictive systems stopping crimes before they happen. Now, predictive policing tools analyse data to identify high-risk areas, aiming to anticipate crime.</li><li><span style="font-style:italic;">Her (2013)&nbsp;- A man develops a personal relationship with an AI capable of understanding a responding emotionally.&nbsp;</span>Today, AI like ChatGPT and other generative AI models offer increasingly human-like conversations, adapting responses to users’ emotions and needs.&nbsp;</li><li><span style="font-style:italic;">Ex Machina (2014)&nbsp;-&nbsp;</span>The AI manipulates human emotions to achieve its goals. Today, AI in customer service can interpret emotional cues, personalising responses — a first step toward seeming emotional intelligence.</li></ul></div>
</div></div></div><div data-element-id="elm_WXbImZvnUuuHYnbHOiZ49g" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_RVK5p_pNVvdYyH8sb8tbmA" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_RVK5p_pNVvdYyH8sb8tbmA"] .zpimage-container figure img { width: 427px !important ; height: 410px !important ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-custom zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/Collage.png" size="custom" data-lightbox="true"></picture></span></figure></div>
</div></div></div></div></div><div data-element-id="elm_JlxyhwNYQGe4Y-VuVc8ilg" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_pNKAjmHCRe-ZTcjaMMMOeA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content- " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_5V2xpYLjQ4Oy-52VUarEHQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_saNz15Jne3LQqSPzgkzcxA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">Over the years, I’ve watched as artificial intelligence (AI) has evolved from the scenes of sci-fi movies into a powerful, real-world tool that’s reshaping the world as we know it with exciting possibilities ... and significant risks! It’s transforming how we approach cyber security, requiring us to rethink our defences against new kinds of threats. During my time organising and leading AI initiatives at Deloitte, I often pondered AI’s impact on organisations from a cyber security perspective - concepts that aren’t new and which I've illustrated below with recent real-world examples that highlight their continued relevance and the lessons we can learn. In future blogs I plan to dive deep into each area, so stay tuned!</span></p></div>
</div><div data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_-NQ-0bkB-mEhOyg2zKMEVg" data-element-type="imageheadingtext" class="zpelement zpelem-imageheadingtext "><style> @media (min-width: 992px) { [data-element-id="elm_-NQ-0bkB-mEhOyg2zKMEVg"] .zpimageheadingtext-container figure img { width: 638px !important ; height: 425px !important ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimageheadingtext-container zpimage-with-text-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-custom zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit "><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/pexels-photo-3752834.jpeg" size="custom" alt="Section 1 Image" data-lightbox="false"></picture></span></figure><div class="zpimage-headingtext-container"><h3 class="zpimage-heading zpimage-text-align-left " data-editor="true"><div><div><div><p><span style="color:inherit;">​</span>AI Jargon<br></p></div>
</div></div></h3><div class="zpimage-text zpimage-text-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><p></p><p></p></div>
<p>Firstly, it’s worth elaborating a little on AI, as it’s a somewhat loosely used term these days. It seems everything claims to be “powered by AI”, <a href="https://www.oralb.co.uk/en-gb/product-collections/genius-x" title="even toothbrushes" target="_blank" rel="">even toothbrushes</a>! So, when people refer to AI, they might actually mean a range of approaches. For example, they could be talking about <strong>statistical methods</strong> used to group data or identify anomalies and outliers, or about <strong>machine learning (ML)</strong> models that excel at recognising patterns. Others might mean <strong>generative AI (GenAI)</strong>, which can craft remarkably human-like responses by predicting the next word or character, as seen in tools like ChatGPT. Then there’s <strong>artificial general intelligence (AGI)</strong>, a level of AI that’s still in the future, although some believe it’s closer than we might think.</p><p><span style="color:inherit;"><br></span></p><p><span style="color:inherit;">Each has unique capabilities and risks, especially when it comes to protecting sensitive business operations. However, the very technology that enhances our defences also introduces new vulnerabilities. Here’s a look at how AI is impacting cybersecurity today and what businesses can learn from more recent real-world incidents.</span></p></div>
</div></div></div></div><div data-element-id="elm_7FzRiZjChHpsg767xZL4Qg" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_7FzRiZjChHpsg767xZL4Qg"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_7FzRiZjChHpsg767xZL4Qg"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_vr2M-VEU9TjK_C70ut3JpQ" data-element-type="box" class="zpelem-box zpelement zpbox-container zplight-section zplight-section-bg "><style type="text/css"> [data-element-id="elm_vr2M-VEU9TjK_C70ut3JpQ"].zpelem-box{ background-color:rgba(52,73,94,0.1); background-image:unset; padding:20px; } </style><div data-element-id="elm_W71uJ5ku9tcOs53MUVPNXg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div><h3></h3><h3><span style="font-weight:400;">1.&nbsp;The Risks of Public AI Models (ChatGPT, Claude, and More)</span></h3></div></h4></div>
<div data-element-id="elm_Hlh8AzEU2Liuzzm-8OETeA" data-element-type="imagetext" class="zpelement zpelem-imagetext "><style> @media (min-width: 992px) { [data-element-id="elm_Hlh8AzEU2Liuzzm-8OETeA"] .zpimagetext-container figure img { width: 335px ; height: 335px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimagetext-container zpimage-with-text-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/ai-assistant-8277186_1280.png" size="medium" data-lightbox="true"></picture></span></figure><div class="zpimage-text zpimage-text-align-left " data-editor="true"><div style="color:inherit;"><p><span style="color:inherit;">P</span><span style="color:inherit;"></span><span style="color:inherit;">ublic AI models like ChatGPT, Claude, and others are incredibly powerful and easy to integrate into daily workflows. I had a colleague who used ChatGPT for a project, unknowingly feeding proprietary information into the tool. While convenient, this also introduced risks around data retention and unauthorised access.</span></p><div><p></p><p>Organisations using these models face potential&nbsp;data leakage, data sovereignty&nbsp;and&nbsp;overreliance. Since these models might retain data fragments, there’s a risk of unintentional exposure of sensitive information, especially if the AI tool is accessed by multiple users or integrated into a broad range of operations.&nbsp;</p><h3></h3><ul><li><strong><a href="https://www.theverge.com/2023/3/24/23655622/openai-chatgpt-bug-exposed-chat-histories-titles-users" title="2023 ChatGPT Data Breach" target="_blank" rel="">ChatGPT Data Breach</a></strong>: OpenAI reported a bug that allowed some users to see titles from other users' chat history, highlighting potential privacy risks in public AI models.&nbsp;</li><li><strong><a href="https://www.bloomberg.com/news/articles/2023-05-02/samsung-bans-chatgpt-and-other-generative-ai-use-by-staff-after-leak" title="2023 Samsung Data Leakage Incident" target="_blank" rel="">Samsung Data Leakage Incident</a></strong>: Samsung employees inadvertently leaked sensitive information by using ChatGPT for code review, leading to data being exposed within the model. This incident underscored the risks of proprietary information retention in public AI tools.</li></ul></div>
</div></div></div></div><div data-element-id="elm_aGTo2_PpRkZXHTQ-_VC1ZQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div><h3></h3><h3><span style="font-weight:400;">2. Building In-House AI: Potential for Innovation—and Compromise</span></h3></div></h4></div>
<div data-element-id="elm_PmO4NnKGvds0vj-t3EPPew" data-element-type="imagetext" class="zpelement zpelem-imagetext "><style> @media (min-width: 992px) { [data-element-id="elm_PmO4NnKGvds0vj-t3EPPew"] .zpimagetext-container figure img { width: 527px !important ; height: 295px !important ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="left" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimagetext-container zpimage-with-text-container zpimage-align-left zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-custom zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/g68916c45f17b3b31a810c15e8f265702480834d194cdd8306d7c8cf415dd9a3ef64536f0a551120f54e03f542c473b1e4adef35ed9eb8100cd614b461274cb1b_1280.jpg" size="custom" data-lightbox="true"></picture></span></figure><div class="zpimage-text zpimage-text-align-left " data-editor="true"><div style="color:inherit;"><div><div></div>
<div style="color:inherit;"><p></p><p>Developing custom AI offers businesses unmatched flexibility and control, but it also opens the door to specific security risks. Have a play with <a href="https://gandalf.lakera.ai/" title="Lakera Gandalf" target="_blank" rel="">Lakera Gandalf</a> and you will learn quickly how you can use prompt injection to find company secrets! Depending on the LLM, it's as easy to apply&nbsp;data poisoning attacks, where an attacker could subtly introduce corrupt data to distort outputs.</p><p>In-house models are also susceptible to model extraction, where attackers attempt to steal a model’s proprietary algorithms. Once an AI model is compromised, the ramifications can include intellectual property theft, revenue loss, and even brand damage if the outputs of compromised models are used maliciously.</p><h3></h3><ul><li><strong><a href="https://www.theverge.com/2023/5/5/23711227/microsoft-bing-image-creator-real-people-explicit-images" title="2023 Microsoft AI-Generated Images Controversy" target="_blank" rel="">Microsoft AI-Generated Images Controversy</a></strong>: Microsoft's Bing Image Creator was found to be generating explicit images of real people without consent.&nbsp;</li><li><strong><a href="https://www.wired.com/story/ai-models-training-data-poisoning-attack/" title="2023 AI Model Poisoning Attack" target="_blank" rel="">AI Model Poisoning Attack</a>:</strong> Researchers demonstrated how adversarial AI techniques could be used to inject malicious data into AI model training sets, causing them to generate harmful outputs.&nbsp;</li><li><strong><a href="https://spectrum.ieee.org/three-small-stickers-on-road-can-steer-tesla-autopilot-into-oncoming-lane" title="Tesla" target="_blank" rel="">Tesla</a> and <a href="https://www.carexpert.com.au/car-news/how-a-t-shirt-stopped-this-autonomous-car-in-its-tracks" title="Waymo" rel="">Waymo</a> Data Poisoning Attack</strong>: Researchers were able to manipulate Tesla’s and Waymo's autonomous driving AI by subtly altering the physical environment (e.g., road signs) to cause the vehicle to misinterpret signals. This form of adversarial attack highlights the risks in models used for high-stakes applications.</li><li><strong><a href="https://venturebeat.com/ai/check-point-researchers-uncovered-alexa-flaw-that-exposed-personal-information-and-speech-histories/" title="Amazon’s Alexa Model Extraction" target="_blank" rel="">Amazon’s Alexa Model Extraction</a></strong>: In 2019, researchers found they could reverse-engineer parts of Alexa’s NLP model, revealing a pathway for attackers to potentially extract proprietary data or replicate Amazon’s proprietary algorithms.</li></ul></div>
</div></div></div></div></div><div data-element-id="elm_1hJo8NPozvHN4ZY8bkvg0A" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><h3 style="font-weight:normal;"><span style="color:inherit;">3. Malicious Actors Leveraging AI: The Ever-Evolving Threat Landscape</span></h3></div></h4></div>
<div data-element-id="elm_t22ufsEG7vN6tUCiNjKcsg" data-element-type="imagetext" class="zpelement zpelem-imagetext "><style> @media (min-width: 992px) { [data-element-id="elm_t22ufsEG7vN6tUCiNjKcsg"] .zpimagetext-container figure img { width: 500px ; height: 375.00px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimagetext-container zpimage-with-text-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/g53f3882e0824a0efae9515344a161072553a0403c6ef79ef518fe56b37f58e0a1bb0f19c612c155ee0e5039ad9e333343fab617b9d4a83247dbaaaba4e52cda0_1280.jpg" size="medium" data-lightbox="true"></picture></span></figure><div class="zpimage-text zpimage-text-align-left " data-editor="true"><div style="color:inherit;"><div><div><span style="color:inherit;">We recently were engaged to develop a virtual CEO for a client, where the AI agent would provide staff guidance and assist with decision making in absence of the very busy CEO. The Agent is trained on content provided by the CEO. The thought crossed our minds around how far could the CEO emulation go? AI has evolved to allow attackers to launch more convincing and complex attacks, especially through&nbsp;</span><span style="color:inherit;">deepfake phishing</span><span style="color:inherit;">, where ML-generated audio or video convincingly impersonates people. AI also powers&nbsp;</span><span style="color:inherit;">polymorphic malware</span><span style="color:inherit;">&nbsp;that alters its code to evade detection. This technology is now in the hands of not only lone attackers but also&nbsp;</span><span style="color:inherit;">state-sponsored hackers</span><span style="color:inherit;">&nbsp;and&nbsp;</span><span style="color:inherit;">criminal organisations</span><span style="color:inherit;">, making it a global challenge.</span></div>
<div style="color:inherit;"><p></p><ul><li><strong><a href="https://www.forbes.com/sites/thomasbrewster/2023/10/22/linkedin-voice-cloning-scams-artificial-intelligence/" title="2023 LinkedIn Voice Cloning Scam" target="_blank" rel="">LinkedIn Voice Cloning Scam</a></strong>: Cybercriminals used AI-generated voice clones to impersonate business executives on LinkedIn, attempting to trick victims into making fraudulent investments.&nbsp;</li><li><strong><a href="https://www.darktrace.com/blog/ai-powered-phishing-how-cyber-criminals-are-weaponizing-language-models" title="2023 AI-Generated Phishing Emails" target="_blank" rel="">AI-Generated Phishing Emails</a>:</strong>&nbsp;Cybercriminals used AI language models to create highly convincing phishing emails that bypassed traditional spam filters, leading to increased success rates in credential harvesting campaigns.&nbsp;</li><li><strong><a href="https://www.malwarebytes.com/blog/news/2019/04/emotet-evolves-with-new-wi-fi-spreader" title="Emotet Malware" target="_blank" rel="">Emotet Malware</a></strong>: Emotet, one of the most notorious AI-powered malware variants, evaded traditional detection by constantly changing its structure, demonstrating how ML can create malware that adapts mid-attack to avoid being stopped by security measures.&nbsp;</li></ul></div>
</div></div></div></div></div><div data-element-id="elm_nv5VP_qdPmIq_ecqJ_fXQw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div><h3></h3><h3><span style="font-weight:400;">4.&nbsp;AI in the Security Operations Centre (SOC): Protecting Against AI-Driven Threats</span></h3></div></h4></div>
<div data-element-id="elm_P1pWvIGKExYX2aAwny5fbw" data-element-type="imagetext" class="zpelement zpelem-imagetext "><style> @media (min-width: 992px) { [data-element-id="elm_P1pWvIGKExYX2aAwny5fbw"] .zpimagetext-container figure img { width: 500px ; height: 280.08px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="left" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimagetext-container zpimage-with-text-container zpimage-align-left zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/ai-generated-7999425_1280.png" size="medium" data-lightbox="true"></picture></span></figure><div class="zpimage-text zpimage-text-align-left " data-editor="true"><div style="color:inherit;"><div><div><div style="color:inherit;"><p>Using AI in Security Operations Centres (SOCs) has transformed how companies monitor and respond to security incidents. One client implemented an AI-enhanced SOC and was amazed by its ability to detect anomalies they would have otherwise missed, and combined with SOAR analysts are able to do more fruitful detection engineering. However, AI in the SOC isn’t without its vulnerabilities, such as&nbsp;data integrity attacks&nbsp;where compromised data can influence SOC outputs.</p><p>AI-powered SOCs can detect early indicators of compromise and identify suspicious patterns.</p><div><h3></h3><ul><li><strong><a href="https://www.darktrace.com/en/products/detect/" title="AI-Powered Network Anomaly Detection" target="_blank" rel="">AI-Powered Network Anomaly Detection</a></strong>: Darktrace offers AI-based systems that analyze network traffic patterns in real-time to identify unusual behaviors that may indicate a breach or ongoing attack.&nbsp;</li><li><strong><a href="https://www.crowdstrike.com/cybersecurity-101/threat-hunting/" title="Automated Threat Hunting with AI" target="_blank" rel="">Automated Threat Hunting with AI</a></strong>: CrowdStrike provides AI-driven threat hunting tools that continuously scan an organization's environment for indicators of compromise.&nbsp;</li><li><strong><a href="https://www.splunk.com/en_us/products/enterprise-security.html" title="AI-Enhanced SIEM" target="_blank" rel="">AI-Enhanced SIEM</a></strong>: Splunk's advanced SIEM solution incorporates AI to correlate and analyze log data from multiple sources, providing more accurate threat detection and reducing false positives, detecting anomalies and supporting analysts to write better contextual searches.&nbsp;</li><li><strong><a href="https://www.exabeam.com/product/behavior-analytics/" title="AI-Driven User and Entity Behavior Analytics (UEBA)" target="_blank" rel="">AI-Driven User and Entity Behavior Analytics (UEBA)</a>:</strong>&nbsp;Exabeam's UEBA solution leverages AI to establish normal behavior patterns for users and entities within an organization, helping to detect insider threats, compromised accounts, or lateral movement by attackers.&nbsp;</li></ul></div>
</div></div></div></div></div></div></div></div><div data-element-id="elm_wcxoX-X--nyU0xMuxDkb6Q" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_wcxoX-X--nyU0xMuxDkb6Q"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_wcxoX-X--nyU0xMuxDkb6Q"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_NL2X1glOEe9ITdBYQJqiKg" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_JBIbOZ9hOjDnOb7gGFSorw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-7 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Pub547rhOFLlUZNyO0FGzw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-type3 zpheading-align-left " data-editor="true"><div style="color:inherit;"><h4><span style="font-size:32px;">AI-Specific Threats: Understanding Key Risks</span></h4></div></h2></div>
<div data-element-id="elm_rKpP5tVRjI5DdD7ru_n7AQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><p><span style="color:inherit;">The </span><span style="color:inherit;"><a href="https://owasp.org/" title="OWASP Foundation" target="_blank" rel="">OWASP Foundation</a></span><span style="color:inherit;"> has created a list of the top security concerns for AI-driven applications, which can serve as a roadmap for identifying where AI systems might be vulnerable. Think of this list as a collection of the most common “watch-out” points in AI security. Each risk highlights a different way that AI applications — especially public or in-house models — can be exploited or mishandled if not managed carefully. Here’s a look at these risks and how they apply to today’s AI-driven cyber security landscape.</span></p><p><br></p><p><span style="color:inherit;">The table below summarises the OWASP LLM-specific threats and maps them to the relevant sub-topics discussed above, offering a snapshot of where businesses are most vulnerable and which areas warrant careful attention. Refer to&nbsp;</span><a href="https://genai.owasp.org/" target="_blank" rel="">genai.owasp.org</a><span style="color:inherit;">&nbsp;for further insights. There is an <a href="https://owasp.org/www-project-machine-learning-security-top-10/" title="ML equivalent" target="_blank" rel="">ML equivalent</a> version which has many overlaps with the LLM Top 10. In the below list, it's arguable that an organisations cyber security team (which the SOC could be one part of) should be defending against all threats.</span></p></div>
</div></div></div></div></div></div><div data-element-id="elm_qiYi6Wa7_va083LtP8t9BA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-5 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_3ymfXHBhtiquHqaPZsrN1g" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_3ymfXHBhtiquHqaPZsrN1g"] .zpimage-container figure img { width: 500px ; height: 331.70px ; } } @media (max-width: 767px) { [data-element-id="elm_3ymfXHBhtiquHqaPZsrN1g"] .zpimage-container figure img { width:415px ; height:276.63px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit "><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/top-10-text-write-on-paper.jpg" width="415" height="276.63" loading="lazy" size="medium"></picture></span></figure></div>
</div></div></div></div></div></div></div><div data-element-id="elm_KKnkVJjLtGHygTycchBHnQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-59 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_RpXGmqlcJMLsxBxKFb5JsQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_NjYgeV2o64Ckl-3KIjpYKQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_0HfSTKhgklM-IbGYsa4zoQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:400;font-size:26px;">OWASP Top 10 LLM Threat Summary (Version 1.1)</span></h2></div>
<div data-element-id="elm_NbMAyJ5a2ydcZH7xM5xt7A" data-element-type="table" class="zpelement zpelem-table "><style type="text/css"> [data-element-id="elm_NbMAyJ5a2ydcZH7xM5xt7A"] .zptable{ width:100% !important; } </style><div class="zptable zptable-align-right zptable-header-dark zptable-header-top zptable-cell-outline-on zptable-outline-on zptable-style- " data-width="100" data-editor="true"><table style="width:100%;"><tbody><tr><th scope="col" style="width:33.3333%;"> OWASP Security Risk</th><th scope="col" style="width:33.3333%;"> Description</th><th scope="col" style="width:33.3333%;">Relevant Sub-Topics</th></tr><tr><td style="width:33.3333%;"><span style="color:inherit;"><strong>1. Prompt Injection</strong></span></td><td style="width:33.3333%;"><span style="color:inherit;">Crafting malicious inputs to manipulate LLM outputs, often leading to unauthorized actions or information leakage.</span></td><td style="width:33.3333%;"><span style="color:inherit;">Malicious Actors, Public AI Models, In-House AI</span></td></tr><tr><td style="width:33.3333%;"><span style="color:inherit;"><span style="font-weight:600;">2. Insecure Output Handling</span></span></td><td style="width:33.3333%;"><span style="color:inherit;">Failing to properly handle or filter LLM outputs, which can lead to unintended disclosure or misuse of generated content.</span></td><td style="width:33.3333%;"><span style="color:inherit;">Public AI Models, In-House AI, Malicious Actors</span></td></tr><tr><td style="width:33.3333%;"><span style="color:inherit;"><span style="font-weight:600;">3. Training Data Poisoning</span></span></td><td style="width:33.3333%;"><span style="color:inherit;">Manipulating the model’s training data to influence or corrupt future outputs, potentially leading to harmful or biased results.</span></td><td style="width:33.3333%;"><span style="color:inherit;">In-House AI, Malicious Actors</span></td></tr><tr><td style="width:33.3333%;"><span style="color:inherit;"><span style="font-weight:600;">4. Model Denial of Service</span></span></td><td style="width:33.3333%;"><span style="color:inherit;">Attacks designed to overload or disrupt an LLM's availability, impacting its effectiveness in production environments.</span></td><td style="width:33.3333%;"><span style="color:inherit;">In-House AI, SOC Defence</span></td></tr><tr style="height:105.328px;"><td style="width:33.3333%;"><span style="color:inherit;"><span style="font-weight:600;">5. Supply Chain Vulnerabilities</span></span></td><td style="width:33.3333%;"><span style="color:inherit;">Risks from using third-party models, plugins, or data sources that could be compromised.</span></td><td style="width:33.3333%;"><span style="color:inherit;">Public AI Models, In-House AI</span></td></tr><tr><td style="width:33.3333%;"><span style="color:inherit;"><span style="font-weight:600;">6. Sensitive Information Disclosure</span></span></td><td style="width:33.3333%;"><span style="color:inherit;">Risks of unintentionally exposing confidential data in responses due to lack of filtering or model limitations.</span></td><td style="width:33.3333%;"><span style="color:inherit;">Public AI Models, In-House AI, SOC Defence, Malicious Actors</span></td></tr><tr><td style="width:33.3333%;"><span style="color:inherit;"><span style="font-weight:600;">7. Insecure Plugin Design</span></span></td><td style="width:33.3333%;"><span style="color:inherit;">Vulnerabilities arising from plugins that interface with LLMs without secure validation or access controls.</span></td><td style="width:33.3333%;"><span style="color:inherit;">In-House AI, Malicious Actors</span></td></tr><tr><td style="width:33.3333%;"><span style="color:inherit;"><span style="font-weight:600;">8. Excessive Agency</span></span></td><td style="width:33.3333%;"><span style="color:inherit;">Allowing the model too much autonomy, which may lead to unintended or risky actions without adequate oversight.</span></td><td style="width:33.3333%;"><span style="color:inherit;">In-House AI, Public AI Models</span></td></tr><tr><td style="width:33.3333%;"><span style="color:inherit;"><span style="font-weight:600;">9. Overreliance</span></span></td><td style="width:33.3333%;"><span style="color:inherit;">Depending too heavily on LLMs for critical tasks, which could lead to errors or security risks if the model is compromised.</span></td><td style="width:33.3333%;"><span style="color:inherit;">Public AI Models, In-House AI</span></td></tr><tr><td style="width:33.3333%;"><span style="color:inherit;"><span style="font-weight:600;">10. Model Theft</span></span></td><td style="width:33.3333%;"><span style="color:inherit;">Unauthorized access to or copying of proprietary models, leading to intellectual property loss and security risks.</span></td><td style="width:33.3333%;" class="zp-selected-cell"><span style="color:inherit;">In-House AI, Malicious Actors</span></td></tr></tbody></table></div>
</div><div data-element-id="elm_ovpRxr98gkYuDrqbkFyyKA" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_ovpRxr98gkYuDrqbkFyyKA"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_ovpRxr98gkYuDrqbkFyyKA"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div></div></div><div data-element-id="elm_gmUc9HHppyPmijkvw6Ghfw" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_pNRWFliU2nPJ9izJ1WhgYQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Xy_d1MlyQ51GSIYWntX1LA" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_Xy_d1MlyQ51GSIYWntX1LA"] .zpimage-container figure img { width: 1280px !important ; height: 720px !important ; } } @media (max-width: 767px) { [data-element-id="elm_Xy_d1MlyQ51GSIYWntX1LA"] .zpimage-container figure img { width:415px ; height:384.62px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-original zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit "><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/futuristic-8350526_1280.png" width="415" height="384.62" loading="lazy" size="original" alt="Call To Action Image"></picture></span></figure></div>
</div></div><div data-element-id="elm_FcwUbjSI138KND0tfH5oZw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_J8YtCLB5FjS5D7bMvLMshA" data-element-type="box" class="zpelem-box zpelement zpbox-container zsleft-overlay-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_J8YtCLB5FjS5D7bMvLMshA"].zpelem-box{ background-color:rgba(255, 255, 255, 0.95); background-image:unset; } </style><div data-element-id="elm_fozI2BOXEtUAC6qG40nVZA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;">Navigating the Brave New World of AI and Cybersecurity</span></h2></div>
<div data-element-id="elm__Yoo_eDW_tr6Sy2Ulyzs-A" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><p>In this world where the lines between sci-fi and reality blur, AI has become both our greatest asset and our greatest challenge. As businesses push AI into critical functions, the security stakes only grow higher. The promise of AI is immense, yet so are the risks if left unchecked. Taking a proactive approach - whether by identifying hidden vulnerabilities, refining protocols, or teaming up with trusted experts - will be essential to protecting your organisation in this dynamic, AI-driven landscape.</p></div>
</div></div></div></div></div></div><div data-element-id="elm_IUQBXipuP_Nas9hR30zJsg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h5 class="zpheading zpheading-style-type3 zpheading-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><span style="color:inherit;">If your organisation is ready to explore the frontier of secure AI or needs guidance to safeguard your systems, connect with our team at&nbsp;<a href="https://www.pebbletek.ai/">Pebble</a>. Together, let’s ensure your journey into the future is backed by best practices, resilient partnerships, and the strategies needed to thrive in this era where sci-fi-inspired technology has become reality!</span></div>
</div></div></h5></div></div></div></div><div data-element-id="elm_OAkPgy8GBYrbpxP0FqX4Kg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_FHeg5R_Wx3YKWyOLC4qMXA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_8eOnKTPgjOaT-fCKfyBSgg" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_8eOnKTPgjOaT-fCKfyBSgg"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_8eOnKTPgjOaT-fCKfyBSgg"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div></div></div></div></div></div>]]></content:encoded><pubDate>Tue, 29 Oct 2024 16:55:00 +1100</pubDate></item><item><title><![CDATA[The Future of XIoT: AI is Revolutionising What’s Possible]]></title><link>https://www.pebbletek.ai/blogs/post/The-Future-of-XIoT-AI-is-Revolutionising-What-s-Possible</link><description><![CDATA[<img align="left" hspace="5" src="https://www.pebbletek.ai/images/iot-7850194_1280.jpg"/>When I look back at the early days of my career, the idea that machines could communicate, learn, and operate autonomously across vast networks was sc ]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_JlxyhwNYQGe4Y-VuVc8ilg" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_pNKAjmHCRe-ZTcjaMMMOeA" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_5V2xpYLjQ4Oy-52VUarEHQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_FJ50aoppZQr9E-WSPi2FhA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><p>When I look back at the early days of my career, the idea that machines could communicate, learn, and operate autonomously across vast networks was science fiction. Fast forward to today, and we’re living in that reality - where the Extended Internet of Things (XIoT) is transforming how industries operate and how we interact with technology. But here’s the thing: while XIoT is groundbreaking, it’s AI that can truly unlock its potential.</p><p><br></p><p>At Pebble , we’re embracing this exciting frontier by integrating AI into our XIoT solutions, providing businesses and individuals with the tools they need to thrive in this connected world!</p></div>
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</div><div data-element-id="elm_-NQ-0bkB-mEhOyg2zKMEVg" data-element-type="imageheadingtext" class="zpelement zpelem-imageheadingtext "><style> @media (min-width: 992px) { [data-element-id="elm_-NQ-0bkB-mEhOyg2zKMEVg"] .zpimageheadingtext-container figure img { width: 500px ; height: 285.55px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="left" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimageheadingtext-container zpimage-with-text-container zpimage-align-left zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit "><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/iot-7850194_1280.jpg" size="medium" alt="Section 1 Image" data-lightbox="false"></picture></span></figure><div class="zpimage-headingtext-container"><h3 class="zpimage-heading zpimage-text-align-left " data-editor="true"><div><div><div><p><span style="color:inherit;">​</span>What is XIoT and Why Does It Matter?<br></p></div>
</div></div></h3><div class="zpimage-text zpimage-text-align-left " data-editor="true"><div style="color:inherit;"><p><span style="color:inherit;">You’ve probably heard of the Internet of Things (IoT) - smart homes, wearables, and devices that connect seamlessly to the web. But the Extended Internet of Things (XIoT) goes far beyond that. It encompasses industrial systems, critical infrastructure, healthcare, transportation, and even military applications. We're talking about a global network of devices working together, sharing data, and making decisions in real time.</span><br></p><p>Here’s why XIoT matters to me - and why it should matter to all of us: it’s not just about cool gadgets or the latest tech. It’s about solving some of the biggest challenges we face today. Whether it’s improving energy efficiency in factories, securing our cities’ infrastructure, or providing remote healthcare services, XIoT is at the heart of the solution.</p></div>
</div></div></div></div><div data-element-id="elm_7FzRiZjChHpsg767xZL4Qg" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_7FzRiZjChHpsg767xZL4Qg"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_7FzRiZjChHpsg767xZL4Qg"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_vr2M-VEU9TjK_C70ut3JpQ" data-element-type="box" class="zpelem-box zpelement zpbox-container zplight-section zplight-section-bg "><style type="text/css"> [data-element-id="elm_vr2M-VEU9TjK_C70ut3JpQ"].zpelem-box{ background-color:rgba(52,73,94,0.1); background-image:unset; padding:20px; } </style><div data-element-id="elm_1hJo8NPozvHN4ZY8bkvg0A" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><h3 style="font-weight:normal;">Where XIoT Comes In: The Game Changer</h3></div></h4></div>
<div data-element-id="elm_uI_SCG8Z81Uqub_GDCertg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">While XIoT connects devices, it’s AI that makes them smart. And at Pebble, we’re leveraging AI to take XIoT systems to the next level. Without AI and automation, XIoT is like having an orchestra without a conductor. Sure, you have all the instruments, but without coordination, you don’t get music, you get noise.</span><br></p><p><span style="color:inherit;"><br></span></p><p><span style="color:inherit;">Here’s some examples how AI transforms XIoT into something truly powerful:</span><span style="color:inherit;"><br></span></p></div>
</div><div data-element-id="elm_P1pWvIGKExYX2aAwny5fbw" data-element-type="imagetext" class="zpelement zpelem-imagetext "><style> @media (min-width: 992px) { [data-element-id="elm_P1pWvIGKExYX2aAwny5fbw"] .zpimagetext-container figure img { width: 500px ; height: 280.08px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimagetext-container zpimage-with-text-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/ai-generated-7999425_1280.png" size="medium" data-lightbox="true"></picture></span></figure><div class="zpimage-text zpimage-text-align-left " data-editor="true"><div style="color:inherit;"><div><ol><li><strong>Predictive Maintenance</strong>: In industrial settings, downtime can cost companies millions. AI models analyse data from XIoT devices in real-time to predict when a machine is likely to fail, allowing for maintenance to happen before there’s an issue. It’s like having an AI that can see the future, and it’s saving businesses time and money.</li><li><strong>Smarter Automation</strong>: XIoT devices generate massive amounts of data, and making sense of it all is a monumental task. Our AI solutions filter through this data, find patterns, and make decisions in real-time. Whether it's automating processes in a factory or adjusting energy usage in an off-grid setting, Pebble’s AI-driven automation systems adapt on the fly.</li><li><strong>Security Like Never Before</strong>: I’m particularly passionate about the role AI plays in securing XIoT systems. The more connected devices we have, the more vulnerable we become to cyberattacks. But AI doesn’t just react to threats - it anticipates them. Security solutions have long being using machine learning to detect anomalies and protect critical systems before any damage is done. It assist security analysts to more rapidly assess and triage cyber incidents.</li></ol></div>
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</div></div></div></div></div><div data-element-id="elm_ny6-i-Ge2ME3YuB_3VyyXA" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_yrRVqEpZb9wzHnrk-Slwqw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"> [data-element-id="elm_yrRVqEpZb9wzHnrk-Slwqw"].zprow{ margin-block-start:-13px; } </style><div data-element-id="elm_r2HWKW7f6AYgazP23M9seg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_tXQnXyXYZYxrmZbUc71gQg" data-element-type="imageheadingtext" class="zpelement zpelem-imageheadingtext "><style> @media (min-width: 992px) { [data-element-id="elm_tXQnXyXYZYxrmZbUc71gQg"] .zpimageheadingtext-container figure img { width: 357px !important ; height: 638px !important ; } } [data-element-id="elm_tXQnXyXYZYxrmZbUc71gQg"].zpelem-imageheadingtext{ margin-block-start:49px; } </style><div data-size-tablet="" data-size-mobile="" data-align="left" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimageheadingtext-container zpimage-with-text-container zpimage-align-left zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-custom zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit "><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/ai-generated-9056225_1280.jpg" size="custom" alt="Section 2 Image" data-lightbox="false"></picture></span></figure><div class="zpimage-headingtext-container"><h3 class="zpimage-heading zpimage-text-align-left " data-editor="true"><div style="color:inherit;"><h4>How Pebble is Leading the Charge</h4></div></h3><div class="zpimage-text zpimage-text-align-left " data-editor="true"><div><div style="color:inherit;"><div style="color:inherit;"><div> At Pebble , we’ve built our solutions with one core principle in mind: adaptability. XIoT environments are dynamic, constantly changing, and AI needs to be just as flexible. That’s why we are refining Dynamic Multi-Model AI Agents (<a href="/products" rel="">PebbleAI</a>) - AI that can seamlessly switch between different models, depending on the task. It’s like having a toolbox where every tool is instantly available, and it knows exactly which one to use to be most cost-effective. </div>
<div><br></div><div><p>Whether it’s powering industrial automation , enabling smart cities , or managing off-grid systems , Pebble’s AI solutions are designed to be robust, adaptive, and scalable.</p><p><br></p><div style="color:inherit;"><h4>A Personal Vision: Pebble's Role in the Future of XIoT</h4><div><div style="color:inherit;"><p>One of the most exciting aspects of my work at Pebble is seeing how our products are already making a difference. We’ve partnered with businesses to optimise operations, reduce costs, and solve complex challenges, whether it’s managing energy consumption, automating processes, or caring for your loved ones. But for me, the real thrill lies in knowing that we’re just scratching the surface of what’s possible!</p><p><br></p><p>For example, take our work in off-grid solutions. With&nbsp;<a href="/pebblepower" title="PebblePower" rel="">PebblePower</a>&nbsp;we’ve developed AI-enhanced systems that monitor energy consumption and optimise usage in real-time. Whether you’re running a remote cabin or a DIY solar project, our AI helps ensure that energy is used efficiently and that systems run smoothly, without constant human intervention.</p><p><br></p><p>It’s about empowerment. XIoT, combined with AI, is giving individuals and businesses the ability to do more, with less. And at Pebble, we’re proud to be part of that journey.</p></div>
</div></div></div></div></div></div></div></div></div></div></div></div></div></div>
<div data-element-id="elm_CGFXKm4Vr8m_vME2jLGTYw" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_NL2X1glOEe9ITdBYQJqiKg" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_JBIbOZ9hOjDnOb7gGFSorw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Pub547rhOFLlUZNyO0FGzw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-type3 zpheading-align-left " data-editor="true">What's Next for XIoT and AI?</h2></div>
<div data-element-id="elm_rKpP5tVRjI5DdD7ru_n7AQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><p>Looking ahead, I believe we’re on the verge of even greater things. Imagine a world where every device in a city - from traffic lights to healthcare systems - communicates seamlessly with each other, preserving privacy, and powered by AI that adapts in real-time. We’re already seeing glimpses of this with smart cities and autonomous vehicles , but in the coming years, the potential will be fully realised.</p><p><br></p><p>At Pebble, we’re ready for what’s next. We’re not just building for today—we’re building for the future. And for me, that future is bright, interconnected, and powered by AI.</p></div>
</div></div></div></div></div><div data-element-id="elm_qiYi6Wa7_va083LtP8t9BA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_3ymfXHBhtiquHqaPZsrN1g" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_3ymfXHBhtiquHqaPZsrN1g"] .zpimage-container figure img { width: 655px ; height: 411.42px ; } } @media (max-width: 767px) { [data-element-id="elm_3ymfXHBhtiquHqaPZsrN1g"] .zpimage-container figure img { width:415px ; height:276.63px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit "><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/ge7cfe8f927cfaf1855f303c35829eaeb9ffa562c562fb5573316410f6bc3b660573c152a5574cfd9d9f7257bc4440f0b810b9b34713743f27e4626f1a9efbe9f_1280.jpg" width="415" height="276.63" loading="lazy" size="fit"></picture></span></figure></div>
</div></div></div></div></div><div data-element-id="elm_KKnkVJjLtGHygTycchBHnQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-59 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_RpXGmqlcJMLsxBxKFb5JsQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_NjYgeV2o64Ckl-3KIjpYKQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_ovpRxr98gkYuDrqbkFyyKA" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_ovpRxr98gkYuDrqbkFyyKA"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_ovpRxr98gkYuDrqbkFyyKA"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div></div></div><div data-element-id="elm_gmUc9HHppyPmijkvw6Ghfw" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_pNRWFliU2nPJ9izJ1WhgYQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Xy_d1MlyQ51GSIYWntX1LA" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_Xy_d1MlyQ51GSIYWntX1LA"] .zpimage-container figure img { width: 655px ; height: 655.00px ; } } @media (max-width: 767px) { [data-element-id="elm_Xy_d1MlyQ51GSIYWntX1LA"] .zpimage-container figure img { width:415px ; height:384.62px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit "><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/ai-generated-8602935_1280.png" width="415" height="384.62" loading="lazy" size="fit" alt="Call To Action Image"></picture></span></figure></div>
</div></div><div data-element-id="elm_FcwUbjSI138KND0tfH5oZw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_J8YtCLB5FjS5D7bMvLMshA" data-element-type="box" class="zpelem-box zpelement zpbox-container zsleft-overlay-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_J8YtCLB5FjS5D7bMvLMshA"].zpelem-box{ background-color:rgba(255, 255, 255, 0.95); background-image:unset; } </style><div data-element-id="elm_fozI2BOXEtUAC6qG40nVZA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true">Why XIoT and AI Matter to Me (and Why They Should Matter to You)</h2></div>
<div data-element-id="elm__Yoo_eDW_tr6Sy2Ulyzs-A" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><p>When I think about why I’m passionate about XIoT and AI, it’s not just about the technology itself. It’s about what this technology can do for people, businesses, and society as a whole. It’s about solving problems that have existed for years, sometimes decades, in ways that were never possible before.</p><p><br></p><p>At Pebble, we’re not just creating products, we’re building solutions that help industries evolve, improve lives, and make the world a more efficient, safer place. The integration of AI and XIoT is just the beginning, and I couldn’t be more excited to see where it takes us.</p><p><br></p></div>
</div></div></div></div><div data-element-id="elm_IUQBXipuP_Nas9hR30zJsg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h5 class="zpheading zpheading-style-type3 zpheading-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><span style="color:inherit;">So, what do you think? How could AI and XIoT shape the future of your business, your industry, or even your everyday life? I’d love to hear your thoughts.</span><br></div>
</div></div></h5></div></div></div></div><div data-element-id="elm_OAkPgy8GBYrbpxP0FqX4Kg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_FHeg5R_Wx3YKWyOLC4qMXA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_8eOnKTPgjOaT-fCKfyBSgg" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_8eOnKTPgjOaT-fCKfyBSgg"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_8eOnKTPgjOaT-fCKfyBSgg"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div></div></div></div></div></div>]]></content:encoded><pubDate>Mon, 14 Oct 2024 09:55:28 +1100</pubDate></item><item><title><![CDATA[Real-Time AI Voice, Wow]]></title><link>https://www.pebbletek.ai/blogs/post/OpenAI-Real-time-Voice</link><description><![CDATA[<img align="left" hspace="5" src="https://www.pebbletek.ai/images/photo-1453738773917-9c3eff1db985"/> Imagine having a virtual assistant with the voice of your choosing and specialist knowledge that you integrate. This technology could allow ]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_JlxyhwNYQGe4Y-VuVc8ilg" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_pNKAjmHCRe-ZTcjaMMMOeA" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_5V2xpYLjQ4Oy-52VUarEHQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_Tw4YnlIsS4WaAtPt4e7ZgQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-align-center " data-editor="true">OpenAI Dev Day 2024: Advanced Voice Mode</h2></div>
<div data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_-1wAj0BI1RAtHQO5a7uiPQ"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_-NQ-0bkB-mEhOyg2zKMEVg" data-element-type="imageheadingtext" class="zpelement zpelem-imageheadingtext "><style> @media (min-width: 992px) { [data-element-id="elm_-NQ-0bkB-mEhOyg2zKMEVg"] .zpimageheadingtext-container figure img { width: 500px ; height: 333.33px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="left" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimageheadingtext-container zpimage-with-text-container zpimage-align-left zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/photo-1453738773917-9c3eff1db985" data-src="/images/photo-1453738773917-9c3eff1db985" size="medium" data-lightbox="true"></picture></span></figure><div class="zpimage-headingtext-container"><h3 class="zpimage-heading zpimage-text-align-left " data-editor="true"><div style="color:inherit;"><div> OpenAI's Revolutionary Voice Technology:&nbsp; </div>
<div> A Game-Changer for AI Interactions </div></div></h3><div class="zpimage-text zpimage-text-align-left " data-editor="true"><p><span style="color:inherit;">In a groundbreaking development, OpenAI has recently unveiled its latest advancement in AI technology: highly realistic voice synthesis capabilities. This innovation is set to transform the way we interact with AI systems and opens up a world of exciting possibilities across various industries.</span><br></p><p><span style="color:inherit;"><br></span></p><p><span style="color:inherit;">Just to be clear; this is not just another text to speech service or a voice cloner, this new capability enables OpenAI models such as ChatGPT and GTP4o to hold a real-time conversation with the user. You can try it for yourself in the OpenAI IOS App.</span></p><p><span style="color:inherit;"><br></span></p></div>
</div></div></div><div data-element-id="elm_7FzRiZjChHpsg767xZL4Qg" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_7FzRiZjChHpsg767xZL4Qg"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_7FzRiZjChHpsg767xZL4Qg"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div><div data-element-id="elm_tXQnXyXYZYxrmZbUc71gQg" data-element-type="imageheadingtext" class="zpelement zpelem-imageheadingtext "><style> @media (min-width: 992px) { [data-element-id="elm_tXQnXyXYZYxrmZbUc71gQg"] .zpimageheadingtext-container figure img { width: 242.56px ; height: 182px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimageheadingtext-container zpimage-with-text-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-small zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/premium_photo-1679814561282-2f735b0ce81f" data-src="/images/premium_photo-1679814561282-2f735b0ce81f" size="small" data-lightbox="true"></picture></span></figure><div class="zpimage-headingtext-container"><h3 class="zpimage-heading zpimage-text-align-left " data-editor="true"><span style="color:inherit;">Understanding OpenAI's Voice Technology</span></h3><div class="zpimage-text zpimage-text-align-left " data-editor="true"><p><span style="color:inherit;">OpenAI's new voice technology leverages advanced machine learning algorithms to generate human-like speech that is nearly indistinguishable from real human voices. The system can clone voices with remarkable accuracy, mimic emotions and intonations, and even speak in multiple languages all in real-time.</span><br></p></div>
</div></div></div><div data-element-id="elm_M6Z8ZJ9a_BQbhVfBMiXEQg" data-element-type="dividerText" class="zpelement zpelem-dividertext "><style type="text/css"> [data-element-id="elm_M6Z8ZJ9a_BQbhVfBMiXEQg"] .zpdivider-container.zpdivider-text .zpdivider-common{ font-size:24px; } [data-element-id="elm_M6Z8ZJ9a_BQbhVfBMiXEQg"].zpelem-dividertext{ } </style><style></style><div class="zpdivider-container zpdivider-text zpdivider-align-left zpdivider-width100 zpdivider-line-style-solid zpdivider-style-none "><div class="zpdivider-common"> Potential Use Cases </div>
</div></div></div></div></div></div><div data-element-id="elm_vt5gWWRX80Q5NCvJ2Ur9kQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-64 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_chqs3S3qcY96vK2vOKsO1Q" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_4xea70i_Aw5B5OXgbpSdLw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Fb5Tn2OEk76-x7M_LZcR6g" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_Fb5Tn2OEk76-x7M_LZcR6g"] div.zpspacer { height:22px; } @media (max-width: 768px) { div[data-element-id="elm_Fb5Tn2OEk76-x7M_LZcR6g"] div.zpspacer { height:calc(22px / 3); } } </style><div class="zpspacer " data-height="22"></div>
</div></div></div><div data-element-id="elm_dDfEZDCXpzTBP8LpoKhTXw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_PV3L6MDsjEcskysvYMvchg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zplight-section zplight-section-bg "><style type="text/css"> [data-element-id="elm_PV3L6MDsjEcskysvYMvchg"].zpelem-col{ background-color:rgba(241, 243, 245, 0.7); background-image:unset; } </style><div data-element-id="elm_eMgxUqf-ToIjRWE5KJ9q9g" data-element-type="row" class="zprow zprow-container zsmore-spacing-column zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_XWxGpMa6KpirXu7kJ-gFSA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_KWwrQAfY367Yh9V_RxgbQQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true">Personalised Virtual Assistants</h4></div>
<div data-element-id="elm_q2orCSEKCSjLuQuDnDQ4dg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">Imagine having a virtual assistant with the voice of your choosing and specialist knowledge that you integrate. This technology could allow users to customise their AI assistants with familiar voices, making interactions more comfortable and engaging whilst enabling simplified access to specialist knowledge.</span><br></p></div>
</div><div data-element-id="elm_7MM6uejAEUa3Z1GroH72Dw" data-element-type="divider" class="zpelement zpelem-divider "><style type="text/css"></style><style></style><div class="zpdivider-container zpdivider-line zpdivider-align-center zpdivider-width100 zpdivider-line-style-solid " data-divider-border-color><div class="zpdivider-common"></div>
</div></div><div data-element-id="elm_Bhd5aau0QkW3DtVIQJoyAQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true">Language Learning &amp; Translation&nbsp;</h4></div>
<div data-element-id="elm_9Z7ju3VhewxlPB8jHPKeOw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div> Language learners could greatly benefit from AI-generated speech in various accents and dialects, providing a more immersive and authentic learning experience. This technology could offer personalised pronunciation feedback, simulate real-world conversations with native speakers, and adapt to the learner's proficiency level. Moreover, it could facilitate real-time translation, allowing learners to practice their target language while instantly receiving translations in their native tongue. </div>
<br><div> For translation purposes, this AI voice technology could revolutionise cross-language communication. It could provide instant, natural-sounding translations in various languages, complete with appropriate accents and cultural nuances. This would not only aid language learners but also break down language barriers in international business, tourism, and global collaboration efforts. </div>
</div></div></div><div data-element-id="elm_xk8dgoutj-QbNtG9XwBI3A" data-element-type="divider" class="zpelement zpelem-divider zsshow-element-indevice "><style type="text/css"></style><style></style><div class="zpdivider-container zpdivider-line zpdivider-align-center zpdivider-width100 zpdivider-line-style-solid " data-divider-border-color><div class="zpdivider-common"></div>
</div></div><div data-element-id="elm_mDCNvAUvMxxSagVrae_H2Q" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_mDCNvAUvMxxSagVrae_H2Q"] div.zpspacer { height:8px; } @media (max-width: 768px) { div[data-element-id="elm_mDCNvAUvMxxSagVrae_H2Q"] div.zpspacer { height:calc(8px / 3); } } </style><div class="zpspacer " data-height="8"></div>
</div></div><div data-element-id="elm_XfJ-e2C715pfpRDiH5qzUw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_ekMcO2L2aIZFBgTRfNMYoQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true">Accessibility Solutions&nbsp;</h4></div>
<div data-element-id="elm_ihiZXfLCilutIX8byZG-fw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div> For individuals with visual impairments or reading difficulties, this AI voice technology could be truly transformative. By providing more natural and expressive text-to-speech and vision-to-speech solutions, it can significantly enhance their digital experiences and daily lives.&nbsp; </div>
<div><br></div><div> These advancements could lead to greater independence, improved access to information, and enhanced quality of life for millions of people with visual or reading impairments worldwide. </div>
<br><div><span style="color:inherit;">The ability to process vision and interact in real-time could be a great update for our VisGuide project. Follow as we update VisGuide and create VisGuide Real-Time.</span><br></div>
</div></div></div><div data-element-id="elm_Sr3qoYiBmweZ4ZoMSvJgOQ" data-element-type="divider" class="zpelement zpelem-divider "><style type="text/css"></style><style></style><div class="zpdivider-container zpdivider-line zpdivider-align-center zpdivider-width100 zpdivider-line-style-solid " data-divider-border-color><div class="zpdivider-common"></div>
</div></div><div data-element-id="elm_Hq_-e0MPANOVvObTJ7qt8Q" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true">Customer Service</h4></div>
<div data-element-id="elm_Civ6HJuFWqxKwVrUXni1bw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div> Businesses could implement more human-like AI voice agents for customer support, revolutionising the customer service industry. This technology has the potential to significantly improve customer satisfaction while reducing operational costs for businesses. </div>
<div><br></div><div> We are working an example of this to demonstrate the value of connecting this capability with the real world. </div>
<div><br></div></div></div></div><div data-element-id="elm_nCA7UJQISXS894DTEOu22w" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_nCA7UJQISXS894DTEOu22w"] div.zpspacer { height:8px; } @media (max-width: 768px) { div[data-element-id="elm_nCA7UJQISXS894DTEOu22w"] div.zpspacer { height:calc(8px / 3); } } </style><div class="zpspacer " data-height="8"></div>
</div></div><div data-element-id="elm_g4ghzy8q0k8HNCOvdsu4ng" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_g4ghzy8q0k8HNCOvdsu4ng"].zpelem-col{ margin-block-start:61px; } </style><div data-element-id="elm_3Q7ixnRNFOvvybtOzjCveg" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_3Q7ixnRNFOvvybtOzjCveg"] .zpimage-container figure img { width: 403px ; height: 268.67px ; } } @media (max-width: 767px) { [data-element-id="elm_3Q7ixnRNFOvvybtOzjCveg"] .zpimage-container figure img { width:415px ; height:261.58px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/premium_photo-1663089465182-75e1baa62e60" width="415" height="261.58" loading="lazy" size="fit" data-lightbox="true"></picture></span></figure></div>
</div><div data-element-id="elm_z-sMza9scUGEda6kFM9gtQ" data-element-type="box" class="zpelem-box zpelement zpbox-container zsborder-shadow-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_z-sMza9scUGEda6kFM9gtQ"].zpelem-box{ background-color:#ffffff; background-image:unset; } </style><div data-element-id="elm_6kFs-XfFISzmWJ6QiCky5w" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true">Care Companions</h4></div>
<div data-element-id="elm_3yoRo0e-ELikIu27lb8jDg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">AI-powered care companions could provide 24/7 emotional support and companionship for elderly or isolated individuals. Using OpenAI's voice technology, these companions could adopt familiar voices, engage in natural conversations, and even reminisce about shared memories. They could also monitor health patterns, provide medication reminders, and alert caregivers in case of emergencies. This technology has the potential to significantly improve the quality of life for many, offering comfort and assistance while maintaining a sense of independence.</span><br></p></div>
</div></div></div></div></div></div><div data-element-id="elm_nbgMyh7dpihtOOw_0sfytw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_kQ6TnoZnKE-M_dub1C7i2w" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_kQ6TnoZnKE-M_dub1C7i2w"].zpelem-col{ margin-block-start:7px; } </style><div data-element-id="elm_FrMmjFqgKSnZVhLlcoQl-w" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_FrMmjFqgKSnZVhLlcoQl-w"] div.zpspacer { height:22px; } @media (max-width: 768px) { div[data-element-id="elm_FrMmjFqgKSnZVhLlcoQl-w"] div.zpspacer { height:calc(22px / 3); } } </style><div class="zpspacer " data-height="22"></div>
</div></div></div></div></div><div data-element-id="elm_cm4Y2UtnhPozdB2kQS_vPw" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-156 center "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_cH8-7cRL-LQoFVCJVveIFQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"> [data-element-id="elm_cH8-7cRL-LQoFVCJVveIFQ"].zprow{ margin-block-start:-43px; } </style><div data-element-id="elm_u_jHEq9IQSsSwGkliEltoA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zscall-us zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_u_jHEq9IQSsSwGkliEltoA"].zpelem-col{ background-color:rgb(255, 255, 255); background-image:unset; } </style><div data-element-id="elm_un3INco3VCJS6DBewp8b0A" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_V0nauWZuvFxPO7JB8DcsQw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-8 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_gJZl13-rKuWbMB6k52gdTA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h4 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true">Ethical Considerations</h4></div>
<div data-element-id="elm_cPe4SrdsaFdp9mAxm10HNQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">While the potential applications are exciting, it's crucial to address the ethical implications of this technology. Issues such as voice cloning consent, potential misuse for disinformation, and privacy concerns need to be carefully considered and regulated.</span><br></p></div>
</div></div><div data-element-id="elm_Ac199Up0f2Y_BaFcwxE1Ng" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_udyeryD7zDFve9ROv7aQOg" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_udyeryD7zDFve9ROv7aQOg"] .zpimage-container figure img { width: 393px ; height: 275.10px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/woman-5723452_1280.jpg" size="fit" data-lightbox="true"></picture></span></figure></div>
</div></div></div></div></div></div></div><div data-element-id="elm_KKnkVJjLtGHygTycchBHnQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-59 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_RpXGmqlcJMLsxBxKFb5JsQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_NjYgeV2o64Ckl-3KIjpYKQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_ovpRxr98gkYuDrqbkFyyKA" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_ovpRxr98gkYuDrqbkFyyKA"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_ovpRxr98gkYuDrqbkFyyKA"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div></div></div><div data-element-id="elm_gmUc9HHppyPmijkvw6Ghfw" data-element-type="row" class="zprow zprow-container zpalign-items-center zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_pNRWFliU2nPJ9izJ1WhgYQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Xy_d1MlyQ51GSIYWntX1LA" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_Xy_d1MlyQ51GSIYWntX1LA"] .zpimage-container figure img { width: 500px !important ; height: 948px !important ; } } @media (max-width: 767px) { [data-element-id="elm_Xy_d1MlyQ51GSIYWntX1LA"] .zpimage-container figure img { width:415px ; height:384.62px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-original zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/pexels-photo-4662098.jpeg" width="415" height="384.62" loading="lazy" size="original" data-lightbox="true"></picture></span></figure></div>
</div></div><div data-element-id="elm_FcwUbjSI138KND0tfH5oZw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_J8YtCLB5FjS5D7bMvLMshA" data-element-type="box" class="zpelem-box zpelement zpbox-container zsleft-overlay-box zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_J8YtCLB5FjS5D7bMvLMshA"].zpelem-box{ background-color:rgba(255, 255, 255, 0.95); background-image:unset; } </style><div data-element-id="elm_fozI2BOXEtUAC6qG40nVZA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true">The Future of AI Voice Technology</h2></div>
<div data-element-id="elm_IUQBXipuP_Nas9hR30zJsg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h5 class="zpheading zpheading-style-type3 zpheading-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:16px;">As this technology continues to evolve, we can expect to see even more innovative applications. From more natural human-AI interactions to revolutionary changes in how we consume and create content, OpenAI's voice capabilities are set to play a significant role in shaping our digital future.</span></div>
<br><div><span style="font-size:16px;">In conclusion, OpenAI's new voice technology represents a significant leap forward in AI capabilities. As we explore its potential within Pebble, it's important to balance innovation with responsible development and use. The future of AI-human interaction is here, and it sounds more human than ever.</span></div>
</div></div></div></h5></div></div></div></div><div data-element-id="elm_OAkPgy8GBYrbpxP0FqX4Kg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_FHeg5R_Wx3YKWyOLC4qMXA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_8eOnKTPgjOaT-fCKfyBSgg" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_8eOnKTPgjOaT-fCKfyBSgg"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_8eOnKTPgjOaT-fCKfyBSgg"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div></div></div></div></div></div>]]></content:encoded><pubDate>Sun, 01 Sep 2024 09:00:00 +1000</pubDate></item><item><title><![CDATA[VisGuide - A Generative AI Project for Visual Assistance]]></title><link>https://www.pebbletek.ai/blogs/post/visguide-a-generative-ai-project-for-visual-assistance</link><description><![CDATA[<img align="left" hspace="5" src="https://www.pebbletek.ai/images/pexels-photo-6608260.jpeg"/>VisGuide, a Pebble-developed AI project, aids visually impaired users by providing verbal descriptions of surroundings. Using OpenAI vision models and ElevenLabs voices, it offers navigation assistance and scene descriptions, showcasing AI's potential to enhance accessibility and independence.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_CjMD6QmAQ5y7226GUTCKjA" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_jdN8xUEPQN26ofF0KYs2nQ" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_I7Z5-5rXTtiOzAU82jJ39A" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_yup7hB7z5Z1Olu0GyGAFHg" data-element-type="imageheadingtext" class="zpelement zpelem-imageheadingtext "><style> @media (min-width: 992px) { [data-element-id="elm_yup7hB7z5Z1Olu0GyGAFHg"] .zpimageheadingtext-container figure img { width: 531.24px ; height: 373px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="left" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimageheadingtext-container zpimage-with-text-container zpimage-align-left zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-medium zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/premium_photo-1681881007215-2af6182a1d6f" data-src="/images/premium_photo-1681881007215-2af6182a1d6f" size="medium" data-lightbox="true"></picture></span></figure><div class="zpimage-headingtext-container"><h2 class="zpimage-heading zpimage-text-align-left " data-editor="true">VisGuide - Context &amp; Part 1</h2><div class="zpimage-text zpimage-text-align-left " data-editor="true"><p>A while ago we created a project to explore the capabilities of AI and Vision to see if we could create a cost effective solution, with commodity hardware, that would have a meaningful impact and improve someones quality of life using AI.&nbsp;</p><p>We created a solution called VisGuide that provided the user with a verbal description of their surroundings and helped to both guide and keep them safe, empowering their independence and participate in experiences that they had previously been excluded from.&nbsp;</p><p><br></p><p>As you will see below, we managed to create a pretty cool solution and provided the code as an Open Source project. With the recent release of Open AI's Real-Time Voice API we thought it was time that we revisited this project and refreshed it based on the new capabilities. Part 1 (original VisGuide) is below and we are actively working on Part 2, watch this space......</p><p><br></p><p><br></p></div>
</div></div></div></div></div></div></div><div data-element-id="elm_lQv7R5dvqG7D5lyuqouiUQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_u8USgJKUjPRmGi4aXRg-Iw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_7488TmddJfUIjJr3bBUYeA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_UvduS8AJKe1G3cMiW7XwBg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:normal;">Motivation &amp; Inspiration</span></h2></div>
<div data-element-id="elm_Yft765Dt1a939RJi8lx6aw" data-element-type="imagetext" class="zpelement zpelem-imagetext "><style> @media (min-width: 992px) { [data-element-id="elm_Yft765Dt1a939RJi8lx6aw"] .zpimagetext-container figure img { width: 294.24px ; height: 194px ; } } </style><div data-size-tablet="" data-size-mobile="" data-align="right" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimagetext-container zpimage-with-text-container zpimage-align-right zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-small zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
            type:fullscreen,
            theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/narrate-my-life.png" size="small" data-lightbox="true"></picture></span></figure><div class="zpimage-text zpimage-text-align-left " data-editor="true"><div style="color:inherit;"><div> GenAI is constantly in the news and the rate of innovation is like nothing we have seen before. There is no doubt that it will change lots of things but somethings are more obvious than others. It’s great at building websites, writing blog posts, creating pictures and much more but what intrigues me is how do these capabilities help to solve real issues rather than just being “cool”. </div>
<div><br></div><div><div><span style="color:inherit;">This project was inspired by another project called “Narrator” that has David Attenborough narrate what he sees from your webcam. Its cool little project that chains OpenAI and ElevenLabs to do something fun.&nbsp;</span><span style="color:inherit;">Check out Narrator here <a href="https://github.com/cbh123/narrator" title="https://github.com/cbh123/narrator" rel="">https://github.com/cbh123/narrator</a></span></div>
</div><div><span style="color:inherit;"><br></span></div><div><span style="color:inherit;">As someone who only dabbles in coding for simple tasks, perhaps once a year, my familiarity with Python could best be described as basic. Every time I use it I effectively have to relearn it.&nbsp;</span><span style="color:inherit;">And so, the scene is set; can I use GenAI to both simplify creating the code and have it power something useful. This led to “What if it was mobile?”, “Could it help guide someone and help avoid danger?”</span></div>
<div><span style="color:inherit;"><br></span></div></div></div></div></div><div data-element-id="elm_O1KHtrF1-1LfUOJkaFapMg" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_O1KHtrF1-1LfUOJkaFapMg"] div.zpspacer { height:39px; } @media (max-width: 768px) { div[data-element-id="elm_O1KHtrF1-1LfUOJkaFapMg"] div.zpspacer { height:calc(39px / 3); } } </style><div class="zpspacer " data-height="39"></div>
</div></div></div></div></div><div data-element-id="elm_-tH6pZDnyBD3TEzowgmCwQ" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg " style="background-color:rgb(236, 240, 241);background-image:unset;"><style type="text/css"></style><div class="zpcontainer-fluid zpcont-full-stretch"><div data-element-id="elm_1OF_yA3J2RiQVtEGqag2sg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_KHMfJhwV83e1Jxh8oKfOTg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_BkHOwpPzmtcLgLHOvEsQOg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:normal;">Project Scope</span></h2></div>
<div data-element-id="elm_g4u2B6ocAFGPsP2BxzUQcA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">The aim of VisGuide is straightforward: to provide visual assistance to the partially sighted or blind using commodity hardware and GenAI. This initiative explores the potential of Generative AI to serve a practical, impactful purpose, reflecting a broader trend towards technology solutions that enhance quality of life for individuals with disabilities.</span><br></p><p><br></p></div>
</div></div></div></div></div><div data-element-id="elm_c5VXJqD3NZdefnVPSt5RcA" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_nSvVHW9IzqxPbJjHmbQKYA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_W0LEzzMNJw-BXbloL-pU4w" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_fw567ekLxI38m_nwT3Xsuw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:normal;"><br> VisGuide Foundations</span></h2></div>
</div></div></div></div><div data-element-id="elm_AMZavUqUe8VqkaUg9h6RpA" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg zscustom-section-84 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_pM5mDl_awG4qTt_th4AmhQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_p21BT1_XX19A4Ernt7Ig2g" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-8 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_7nsJXt0YfXbjDia4HQAv5A" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div> VisGuide’s hardware setup is simple, utilising a Raspberry Pi Zero with a camera and a power bank for mobility. Connectivity is achieved through a mobile phone hotspot, enabling the device to operate in diverse environments. The choice of hardware underscores the project’s commitment to accessibility and affordability. </div>
<br><div> The software, written in Python, is the core of VisGuide. It incorporates: </div>
<div><ul><li><span style="color:inherit;"><span style="font-weight:bold;">Generative AI</span>: Utilising OpenAI’s vision models, VisGuide interprets visual data to provide verbal descriptions of the user’s surroundings.</span></li><li><span style="color:inherit;"><span style="font-weight:bold;">ElevenLabs</span>: The platform is used for voice synthesis, ensuring the verbal feedback is both clear, natural and that the text to speech process is as fast as possible.</span></li><li><span style="font-weight:bold;">ChatGPT &amp; Github CoPilot</span>: The development process leveraged a combination of ChatGPT and Github CoPilot for code development. I found that both worked well but mainly used ChatGPT as the user experience was simple and when it didn’t do what I needed, I just changed my prompt to be more specific.</li></ul></div>
</div></div></div></div><div data-element-id="elm_I-BLMwM03ZV8FKtBl2llQw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-4 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_sjgNxCbQba5QCaoxvIxbpA" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_sjgNxCbQba5QCaoxvIxbpA"] .zpimage-container figure img { width: 240px !important ; height: 320px !important ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-original zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/visguide-hw.jpeg" size="original" data-lightbox="true"></picture></span></figure></div>
</div></div></div></div></div><div data-element-id="elm_-LWx23FDef00D2iZIojOkw" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_JJ6htPqOzWhJ99DR_hhdlQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_TOuPPCe0Nd9Xv-3FqA3Qog" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_HJMadQN__enOcpcPq4xCdQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:normal;"><br> Open Source Code</span></h2></div>
<div data-element-id="elm_wPMJhUCTa0F-wBZiIhRHeQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div> You can run it on your Mac to test it and it runs on a Raspberry Pi Zero. </div>
<div><span style="color:inherit;">It is not yet optimised for speed and runs a little slow on the Raspberry Pi but works much quicker on the Mac.</span></div>
<div><span style="color:inherit;"><br></span></div></div></div></div></div></div>
<div data-element-id="elm_yStRUE-vVr7xHQh_QWzL1w" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_SqjM2_yH67Zm4dRlKWEpjw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-3 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_WZsFNhVdpNABapxVq0cd-w" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_WZsFNhVdpNABapxVq0cd-w"] .zpimage-container figure img { width: 254.78px !important ; height: 127px !important ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-custom zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit "><figure role="none" class="zpimage-data-ref"><a class="zpimage-anchor" href="https://github.com/hirsts/visguide" target="" rel=""><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/images/github-394322_960_720.png" size="custom" alt="GitHub"></picture></a></figure></div>
</div></div><div data-element-id="elm_8s17cSRMbGFpM1jmacexXw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-6 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_4YHJLSBXgZkZ6ar-VO8k-Q" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div><div style="text-align:center;color:inherit;"><br></div>
<div style="text-align:center;color:inherit;"> The VisGuide project is hosted on GitHub and Open Source so you can download it and get it working locally to experiment with the combination of AI and Vision: </div>
<div style="color:inherit;"><div style="text-align:center;"><a href="https://github.com/hirsts/visguide" title="https://github.com/hirsts/visguide" rel="">https://github.com/hirsts/visguide</a></div>
</div><div style="text-align:center;color:inherit;"><br></div><div style="text-align:center;color:inherit;"><br></div>
<div style="text-align:center;color:inherit;"><br></div></div></div></div></div><div data-element-id="elm_oN2B7iVuRuBkFUVlNlIRPQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-3 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_S0pg5eCX4AzyE5G7xvYMsA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">Heres an example of the “guide” narration:</span><br></p></div>
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</div></div><div class="zpaudio-playlist" data-show="false"><ul class="ul-playlist"><li data-element-id="elm_DLEBGEG17Z6e8BnDwNI13A" data-element-type="playlist" data-src="/narration_example.mp3"><div class="zpaudio-playlist-text"> narration_example </div><span>00:00</span></li></ul></div>
</div></div></div></div></div></div><div data-element-id="elm_KwEVc3TKxOui8uIZ_WqADA" data-element-type="section" class="zpsection zplight-section zplight-section-bg zscustom-section-178 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_rXjWNCw-WPrmKQaFzREI7A" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-center " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_EX-Qdd2SoBLqYyrVy1tMYw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-8 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_IZLBDTlutWQkMd5CUE26CA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_zkV3SY0qA77IMCDMp4mUXg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_-vYtmtLJ1sZ8AXAMgSDt-g" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_-vYtmtLJ1sZ8AXAMgSDt-g"] div.zpspacer { height:0px; } @media (max-width: 768px) { div[data-element-id="elm_-vYtmtLJ1sZ8AXAMgSDt-g"] div.zpspacer { height:calc(0px / 3); } } </style><div class="zpspacer " data-height="0"></div>
</div><div data-element-id="elm_EGU8k5WfxiItUWgrDdhbFA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-center " data-editor="true"><span style="font-weight:normal;">Modes &amp; Use's</span></h2></div>
</div></div><div data-element-id="elm_wJNTipq8s038eHQx6ATxlQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_pYgLEmrsujc6_j1VWOnAng" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_RinpvjzPVvg3FSbzwWQIQQ" data-element-type="text" class="zpelement zpelem-text zsmobile-align-center "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div> VisGuide can be run in either continuous or on demand mode. On demand mode is where the user presses a button to capture the scene and have it narrated and continuous mode is where it runs in a loop every 5 seconds. </div>
<br><div> VisGuide has two primary use’s, the first is as a visual assistant or “guide” and the second is “tourist” mode where it describes the scene with colourful language to create a mental picture for the user. </div>
<div><br></div><div><ul><li><span style="font-weight:bold;">Guide Mode</span><br> This is intended to provide a brief and succinct description of the scene to help the user better navigate and avoid obstacles and risk.</li></ul></div>
<br><div><ul><li><span style="font-weight:bold;">Tourist Mode</span><br> This is where the user can participate in “sight seeing” and have a colourful and artistic narration of the general scene. Why shouldn’t partially sighted and or blind people be able to participate in “sight seeing”. This, combined with the users other senses, helps users to appreciate what their sighted peers can experience.</li></ul></div>
</div></div></div></div></div><div data-element-id="elm_AnVFGZmZiYoWMUaxslgSvA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_27uZ69YDbc54QGMzBjDJng" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_WNXy7W404G9dKbczl_ChhQ" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_WNXy7W404G9dKbczl_ChhQ"] div.zpspacer { height:30px; } @media (max-width: 768px) { div[data-element-id="elm_WNXy7W404G9dKbczl_ChhQ"] div.zpspacer { height:calc(30px / 3); } } </style><div class="zpspacer " data-height="30"></div>
</div></div></div></div></div></div></div><div data-element-id="elm_ticnMixAIgCZ9uTS8SIP6Q" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_0N0mv1D-fRPddnEqxxvAMw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_utF9ioWyrMdwFTA3BlBKYQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_kogqZxuHH_3iLGt14agGFw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-center " data-editor="true"><span style="font-weight:normal;"><br> Impact &amp; Potential</span></h2></div>
<div data-element-id="elm_ssUtgOuglPyPEGmTEqeSCg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-center " data-editor="true"><p><span style="color:inherit;">VisGuide is a working example of digital tools and services helping with a physical problem and explores how it can make a real difference. It explores offering increased independence for visually impaired users and showcases the potential of Generative AI to address and solve real-world challenges.</span><br></p></div>
</div></div></div></div></div><div data-element-id="elm_F9vKc6IIFozZB9QCm8kWHA" data-element-type="section" class="zpsection zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_fc8t5ZWrIWsYae1f4Ei7WA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_g_YV1Mpi1qp568jGkJXTYA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_0gDRiPs-h1uj_rFn4iDEkQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:normal;"><br> Whats Next?</span></h2></div>
<div data-element-id="elm_ofvVhQtNh_p2yjupnJVZag" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-center " data-editor="true"><div><div style="color:inherit;text-align:left;"><ul><li style="text-align:left;"><span style="font-weight:bold;">Interactive Uses</span><br> It would be ideal to enable the user to “query” the scene. For example the user might ask “Where is the road crossing” or “Please guide me to the door”. This is where user input updates or augments the prompt to influence the narration response.</li><li style="text-align:left;"><span style="font-weight:bold;">Integrated Hardware<br></span>Wearing a Raspberry Pi around your neck with a battery pack is hardly ideal but great for development. Ideally, VisGuide would work with something like Meta’s Smart Glasses which have the camera and audio output built in and would provide a unobtrusive user experience.</li><li style="text-align:left;"><span style="font-weight:bold;">Local Processing</span><br> VisGuide currently requires internet access to leverage the SaaS LLM services. Mobile phones are incredibly powerful compute devices these days and so it would be ideal to have all processing performed locally and remove the dependency on connectivity and the internet however this would significantly increase the complexity.</li></ul></div>
</div></div></div><div data-element-id="elm_Kv5Ou_ywkXSUXwnrxDBudQ" data-element-type="spacer" class="zpelement zpelem-spacer "><style> div[data-element-id="elm_Kv5Ou_ywkXSUXwnrxDBudQ"] div.zpspacer { height:57px; } @media (max-width: 768px) { div[data-element-id="elm_Kv5Ou_ywkXSUXwnrxDBudQ"] div.zpspacer { height:calc(57px / 3); } } </style><div class="zpspacer " data-height="57"></div>
</div></div></div></div></div><div data-element-id="elm_a5-g1qYrjV3gPxk0s5pq0w" data-element-type="section" class="zpsection zplight-section zplight-section-bg zscustom-section-160 "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_WUbNY0RK38Uj-QN6v_0VCg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_GVVo8LZ4XTC5aRSHuZFisw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-7 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_92nErngzIwHcEk9_akl6YA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:normal;">Conclusion</span></h2></div>
<div data-element-id="elm_ROYjPT849aqAHEKj9bq9fg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div> VisGuide’s development journey illustrates the power of combining simple tools with cutting-edge AI to create solutions that have a real-world impact. </div>
<div><br></div><div> As the project moves forward, it’s intended to be thought provoking and demonstrate the profound capabilities of technology when applied with purpose and vision. </div>
<div><br></div><div> This project is more than just a technological achievement; it’s a pathway to greater accessibility and independence for those it aims to serve. </div>
<div><br></div><div> Part 2 is in development and we hope to share it soon. </div>
</div></div></div></div><div data-element-id="elm_5uPdqVloNWEHEUhPexruuw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-5 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_18ioXMXOttSyOYuMbK1mag" data-element-type="row" class="zprow zprow-container zsmedium-padded-box-wrap zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_-1yQMNxnKC0kK3EVKgrIsw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zsmedium-padded-box zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"> [data-element-id="elm_-1yQMNxnKC0kK3EVKgrIsw"].zpelem-col{ background-color:rgb(255, 255, 255); background-image:unset; } </style><div data-element-id="elm_ot3BwVcWJdwRNTV3holRGw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_JGBTQMuUl3jjtDk1F4BvkA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_ZlkKf2VQN1IwW03FQTzriw" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_ZlkKf2VQN1IwW03FQTzriw"] .zpimage-container figure img { width: 491px ; height: 491.00px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="https://www.pebbletek.ai/visguide-glasses.webp" size="fit" data-lightbox="true"></picture></span></figure></div>
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