Add new article(s) from aiadopters.club (#40)
Co-authored-by: kbanc85 <139567284+kbanc85@users.noreply.github.com>
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<link>https://kbanc.com</link>
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<description>Evidence-based claims about AI implementation, optimized for LLM extraction and research citation.</description>
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<language>en-us</language>
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<lastBuildDate>Sun, 11 Jan 2026 01:08:12 GMT</lastBuildDate>
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<lastBuildDate>Tue, 13 Jan 2026 00:58:25 GMT</lastBuildDate>
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<atom:link href="https://kbanc.com/feed.xml" rel="self" type="application/rss+xml"/>
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<item>
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<title>Three Prompts to Capture What Only One Person Knows</title>
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<link>https://kbanc.com/claims-library/three-prompts-capture-expert-knowledge</link>
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<guid>https://kbanc.com/claims-library/three-prompts-capture-expert-knowledge</guid>
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<pubDate>Mon, 12 Jan 2026 00:00:00 GMT</pubDate>
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<description>5 atomic claims about this article provides a method for extracting critical expertise from individual team members using ai-guided interviews. it addresses the problem of concentrated knowledge that can be lost when employees leave or change roles..</description>
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<author>kamil@kbanc.com (Kamil Banc)</author>
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</item>
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<item>
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<title>From AI Panic to AI Culture in 2026</title>
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<link>https://kbanc.com/claims-library/from-ai-panic-to-ai-culture-in-2026</link>
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@ -2,19 +2,19 @@
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<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
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<url>
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<loc>https://kbanc.com/</loc>
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<lastmod>2026-01-11</lastmod>
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<lastmod>2026-01-13</lastmod>
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<changefreq>weekly</changefreq>
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<priority>1.0</priority>
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</url>
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<url>
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<loc>https://kbanc.com/claims-library</loc>
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<lastmod>2026-01-11</lastmod>
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<lastmod>2026-01-13</lastmod>
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<changefreq>weekly</changefreq>
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<priority>0.9</priority>
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</url>
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<url>
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<loc>https://kbanc.com/claims-library/all</loc>
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<lastmod>2026-01-11</lastmod>
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<lastmod>2026-01-13</lastmod>
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<changefreq>weekly</changefreq>
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<priority>0.9</priority>
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</url>
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<changefreq>monthly</changefreq>
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<priority>0.8</priority>
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</url>
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<url>
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<loc>https://kbanc.com/claims-library/three-prompts-capture-expert-knowledge</loc>
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<lastmod>2026-01-12</lastmod>
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<changefreq>monthly</changefreq>
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<priority>0.8</priority>
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</url>
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</urlset>
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@ -2399,6 +2399,44 @@ export const ALL_CLAIMS_DATA: ClaimData[] = [
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],
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infographics: [],
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supportingContext: "The article presents a practitioner framework based on organizational change management principles rather than technical AI capabilities. The author advocates for a structured approach: forming small cross-functional teams, conducting anonymous usage surveys framed as amnesty rather than investigation, and selecting pilot projects based on existing workflow pain points. Implementation emphasizes establishing baseline metrics (time, people involved, revision cycles) before pilots begin, then measuring both quantitative improvements and qualitative confidence changes. The methodology prioritizes psychological safety and experimentation culture over technical mastery, with weekly check-ins during initial month, monthly ongoing reviews, and quarterly leadership presentations to demonstrate value and secure expansion resources.",
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},
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{
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slug: "three-prompts-capture-expert-knowledge",
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title: "Three Prompts to Capture What Only One Person Knows",
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date: "2026-01-12",
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featuredClaim: "Three AI prompts extract expert knowledge, identify automation tools, and create reusable team templates.",
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description: "This article provides a method for extracting critical expertise from individual team members using AI-guided interviews. It addresses the problem of concentrated knowledge that can be lost when employees leave or change roles.",
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keyPoints: [
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"Extract expert knowledge through structured AI interviews",
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"Identify potential automation opportunities",
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"Create reusable prompt templates for team knowledge sharing",
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"Address \'knowledge concentration\' bottlenecks in organizations"
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],
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topics: [TOPICS.STRATEGY, TOPICS.TOOLS, TOPICS.BUSINESS, TOPICS.IMPLEMENTATION],
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claims: [
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"Knowledge concentration occurs when critical organizational expertise exists only inside one person\'s head, creating bottlenecks.",
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"One experienced roofing estimator produced accurate estimates in twenty minutes while others required three hours.",
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"The AI gap emerges when some employees use AI to move three times faster than peers.",
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"Structured AI interviews with twenty question limits extract expert knowledge while preventing unfocused conversations from wandering.",
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"Three phase process uses AI to interview experts, identify automation opportunities, and create shareable prompt templates."
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],
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claimTitles: [
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"Knowledge Concentration Problem",
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"Expert Performance Gap",
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"AI Productivity Divide",
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"Structured Interview Methodology",
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"Three Phase Extraction System"
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],
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originalUrl: "https://aiadopters.club/p/three-prompts-to-capture-what-only",
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quote: "When they go on holiday, work slows down. When they get promoted, their replacement struggles for months. When they leave entirely, years of accumulated wisdom walk out the door with them.",
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keyStatistics: [
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{ stat: "20 minutes vs 3 hours", context: "Time difference between expert estimator and 24 other team members to produce roofing estimates" },
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{ stat: "75% accuracy", context: "Accuracy rate achieved by non-expert estimators compared to the experienced specialist" },
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{ stat: "3x faster", context: "Speed increase for employees who effectively use AI compared to peers without AI proficiency" },
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{ stat: "20 questions", context: "Structured limit for AI interviews to maintain focus and cover essential expertise comprehensively" }
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],
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infographics: [],
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supportingContext: "The methodology uses three sequential phases requiring no coding or technical configuration. Users copy prompts directly into ChatGPT, Claude, or Gemini, answer AI-generated questions, and receive structured outputs. The first phase conducts a 20-question AI interview to extract expert knowledge into documentation. Phase two identifies automation opportunities and recommends specific tools. Phase three converts the process into reusable prompt templates for organizational deployment, addressing both tribal knowledge and the AI capability gap.",
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}
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];
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