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37 contributions to AEO - Get Recommended by AI
⭐ State of AEO 4/30 – Inside the AI Query Fanout: How Microsoft's Search Infrastructure Shapes AI Visibility
[State of AEO Call Recording] Julian broke down Microsoft's insider view of how AI search actually selects its sources β€” straight from an SEO Week 2026 keynote by a Microsoft AI Product Manager. The big idea: AI doesn't rank pages, it runs a multi-step evidence construction process across dozens of parallel sub-queries, and only sources with broad topical coverage survive it. 1. πŸ”€ Query Fanout: AI decomposes one question into 5–100+ parallel sub-queries targeting different topical angles β€” not keyword variations. 2. 🏷️ Entity Anchoring: Fan-out queries resolve to named, established entities, giving brands with strong entity presence a structural advantage in retrieval. 3. 🧠 Multi-Model Judgment: Before an answer is assembled, multiple models cross-check candidate sources in a consensus layer that's invisible from the outside. 4. πŸ“Š Citation Share vs. Recommendation: Citation share audits topical authority, but brand recommendation in commercial queries β€” driven by reviews and third-party mentions β€” is the real revenue metric. 5. πŸ—ΊοΈ Semantic Breadth Wins: Cover the full entity landscape around your topic; referencing competitors and adjacent platforms signals market context and increases topical credibility. 6. πŸ”§ Technical Foundations: Confirm AI bot crawl access, submit via IndexNow for Bing/ChatGPT visibility, and publish full transcripts so video and podcast content is machine-readable. Julian will be out for three weeks β€” pre-published guides on schema markup, AI literacy, and AI frameworks will keep the community building in the meantime. Thank you for making us a #1 bestseller! The revolution is officially here. [Link to The AEO Blueprint on Amazon]
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πŸŽ₯ Call Recording thread - The State of AEO
Hey AEO Community! - πŸŽ₯ Here you'll find the latest "State Of AEO" call recordings. - ❓Also you'll be able to ask questions in advance! (Specially useful for people that cannot make it to the call!) So every week make sure to: 1️⃣ Check out the latest "State of AEO" call recording. 2️⃣ Send Us your questions to the next Call!
0 likes β€’ 13d
⭐ State of AEO 4/22 – Measuring What Matters: Queries, Fan-Out, and the Bot Perspective [State of AEO Call Recording] Ran a fully community-driven session on three tightly connected challenges: how to measure AEO accurately, how to decode the sub-searches AI runs behind every prompt, and how to build content that serves the bot as a first-class user. The big idea: AI isn't a high-volume traffic channel yet β€” but it's the most important infrastructure to build into now, before it becomes crowded. 1. πŸ“Š Track brand recommendations, not citations: If competitors are being recommended while you're only cited as a source, you're missing the trust signals β€” reviews, off-site validation β€” that AI uses to select winners. 2. 🎯 Only track commercial queries: "How" and "what is" queries almost never produce brand recommendations. Stick to transactional and commercial prompts where AI is actively shaping purchase decisions. 3. πŸ” Use the ChatGPT Search Final Queries Chrome extension: This free tool surfaces the sub-queries AI runs behind every prompt β€” revealing exactly what signals (reviews, entities, sources) the model is validating before composing its answer. 4. 🌐 Off-site presence is non-negotiable: AI follows a three-stage research path β€” listicles to identify brands, UGC and reviews to validate them, brand sites to extract details. Absent from off-site sources means absent from recommendations. 5. 🌳 Build the tree: Trunk content establishes topical authority, branches cover related entities and FAQs, and fruits are narrow use-case landing pages targeting specific commercial queries β€” all interlinked so authority flows toward conversion. 6. πŸ€– Automate your measurement stack: Run 5–10 curated commercial queries manually first to preserve the buyer's-eye view, then automate via N8N into Google Sheets tracking brand mentions, position, and visibility scores over time. The businesses building precise query tracking, off-site validation, and bot-optimized content architecture today will have a compounding structural advantage that purely website-focused competitors will struggle to close.
0 likes β€’ 11d
⭐ State of AEO 4/30 – Inside the AI Query Fanout: How Microsoft's Search Infrastructure Shapes AI Visibility [State of AEO Call Recording] Julian broke down Microsoft's insider view of how AI search actually selects its sources β€” straight from an SEO Week 2026 keynote by a Microsoft AI Product Manager. The big idea: AI doesn't rank pages, it runs a multi-step evidence construction process across dozens of parallel sub-queries, and only sources with broad topical coverage survive it. 1. πŸ”€ Query Fanout: AI decomposes one question into 5–100+ parallel sub-queries targeting different topical angles β€” not keyword variations. 2. 🏷️ Entity Anchoring: Fan-out queries resolve to named, established entities, giving brands with strong entity presence a structural advantage in retrieval. 3. 🧠 Multi-Model Judgment: Before an answer is assembled, multiple models cross-check candidate sources in a consensus layer that's invisible from the outside. 4. πŸ“Š Citation Share vs. Recommendation: Citation share audits topical authority, but brand recommendation in commercial queries β€” driven by reviews and third-party mentions β€” is the real revenue metric. 5. πŸ—ΊοΈ Semantic Breadth Wins: Cover the full entity landscape around your topic; referencing competitors and adjacent platforms signals market context and increases topical credibility. 6. πŸ”§ Technical Foundations: Confirm AI bot crawl access, submit via IndexNow for Bing/ChatGPT visibility, and publish full transcripts so video and podcast content is machine-readable. Julian will be out for three weeks β€” pre-published guides on schema markup, AI literacy, and AI frameworks will keep the community building in the meantime. Thank you for making us a #1 bestseller! The revolution is officially here. [Link to The AEO Blueprint on Amazon]
⭐ State of AEO 4/22 – Measuring What Matters: Queries, Fan-Out, and the Bot Perspective
[State of AEO Call Recording] Ran a fully community-driven session on three tightly connected challenges: how to measure AEO accurately, how to decode the sub-searches AI runs behind every prompt, and how to build content that serves the bot as a first-class user. The big idea: AI isn't a high-volume traffic channel yet β€” but it's the most important infrastructure to build into now, before it becomes crowded. 1. πŸ“Š Track brand recommendations, not citations: If competitors are being recommended while you're only cited as a source, you're missing the trust signals β€” reviews, off-site validation β€” that AI uses to select winners. 2. 🎯 Only track commercial queries: "How" and "what is" queries almost never produce brand recommendations. Stick to transactional and commercial prompts where AI is actively shaping purchase decisions. 3. πŸ” Use the ChatGPT Search Final Queries Chrome extension: This free tool surfaces the sub-queries AI runs behind every prompt β€” revealing exactly what signals (reviews, entities, sources) the model is validating before composing its answer. 4. 🌐 Off-site presence is non-negotiable: AI follows a three-stage research path β€” listicles to identify brands, UGC and reviews to validate them, brand sites to extract details. Absent from off-site sources means absent from recommendations. 5. 🌳 Build the tree: Trunk content establishes topical authority, branches cover related entities and FAQs, and fruits are narrow use-case landing pages targeting specific commercial queries β€” all interlinked so authority flows toward conversion. 6. πŸ€– Automate your measurement stack: Run 5–10 curated commercial queries manually first to preserve the buyer's-eye view, then automate via N8N into Google Sheets tracking brand mentions, position, and visibility scores over time. The businesses building precise query tracking, off-site validation, and bot-optimized content architecture today will have a compounding structural advantage that purely website-focused competitors will struggle to close.
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⭐ State of AEO 4/16 – AI Readiness as the New Standard for Marketing Teams
[State of AEO Call Recording] [State of AEO Slide Deck] [The AEO AI Readiness Guide] Surfaced the core challenge facing AEO practitioners: knowing about AI is not the same as using it at a level that changes business outcomes. The session mapped a realistic path from passive AI awareness to agentic proficiency β€” and why closing that gap matters now. 1. πŸ“Š The Proficiency Gap: Community survey shows most members stuck at mid-level use β€” aware and prompting but not yet operating at an advanced or agentic level. 2. πŸͺœ The Proficiency Ladder: Three levels β€” chatbot prompting, workflow automation (n8n), and agentic coding (Claude Code) β€” each unlocking meaningfully different output quality and speed. 3. ⚑ AI as Culture: Like electricity in factories, layering AI onto manual workflows produces minimal gains β€” processes must be redesigned as AI-first from the ground up. 4. πŸ› οΈ The Marketing Engineer: A hybrid role combining technical build skills with marketing judgment β€” the person who knows what's possible and, critically, what's worth building. 5. πŸš€ Empowerment Over Headcount: Small businesses have the better opportunity β€” use agentic orchestration to scale capability exponentially without scaling cost or cutting team members. Thank you for making us a #1 bestseller! The revolution is officially here. [Link to The AEO Blueprint on Amazon]
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Quick update
Hey everyone! πŸ‘‹ Julian will be away until the end of May. In the meantime, we’ll keep things active here with valuable resources, course content, and practical AEO insights for you all. Feel free to stay engaged, ask questions, and share your thoughts and let’s keep the momentum going πŸš€
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Sammar Wamiq
4
17points to level up
@sammar-wamiq-7086
Finance Executive and AEO-Focused Virtual Assistant

Active 6d ago
Joined Jun 2, 2025
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