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Answer Engine Optimization · 32 articles

AEO field notes.

Field notes on getting cited by ChatGPT, Perplexity, Google AI Overviews, and Gemini — schema, quotable answer blocks, and conversational query mapping.

AEO 10 min
In-House vs Agency vs Fractional AEO: Which Hiring Model Actually Works in 2026
Should you hire an in-house AEO lead, contract an agency, or work with a fractional consultant? Here's the honest decision framework based on stage, budget, and program maturity.
Jul 10, 2026
AEO 10 min
The Podcast SEO Citation Playbook: Show Notes, Transcripts & Schema That Earn AI Citations
Podcasts are quietly becoming a major LLM citation source. Here's the show-notes, transcript, and schema discipline that turns podcast appearances into ChatGPT and Perplexity citations.
Jul 2, 2026
AEO 10 min
YouTube AEO: Turning Transcripts into ChatGPT & Perplexity Citations in 2026
YouTube videos are now a major LLM training source via transcripts. Here's how to structure your YouTube content, descriptions, and on-site companion pages so AI engines cite you.
Jun 24, 2026
AEO 11 min
The Reddit AEO Playbook: Getting Cited from Threads (Without Astroturfing)
Reddit appears in 31% of all ChatGPT and Perplexity citations. Here's how LLMs actually use Reddit threads, and the ethical playbook for being the comment they cite — without getting banned.
Jun 20, 2026
AEO 12 min
AEO for Law Firms: The YMYL Trust Playbook for Earning AI Citations
Law firms face the toughest AEO climate — YMYL gatekeeping, institutional incumbents, and regulatory restrictions on testimonials. Here's the credibility-first playbook that actually earns citations from ChatGPT and AI Overviews.
Jun 8, 2026
AEO 13 min
AEO for Ecommerce: The Product Schema Playbook for AI Shopping Citations
Product schema, review aggregation, and the specific AEO moves that get ecommerce brands cited in ChatGPT shopping answers, Perplexity product searches, and Google Shopping AI overviews.
Jun 4, 2026
AEO 21 min
AEO for SaaS: The Complete Playbook for Getting Cited by ChatGPT, Perplexity & Gemini
A start-to-finish AEO playbook built specifically for SaaS — homepage, pricing page, docs, blog, and integration pages. With the schema, content, and entity moves that actually move citation share.
May 31, 2026
AEO 13 min
AI Overviews YMYL Audit: Who's Cited in Health, Finance & Legal in 2026
On YMYL queries (your money, your life), Google AI Overviews behave very differently from commercial verticals. Institutional and government sources dominate. Here's the data and the playbook for commercial brands trying to break in.
May 23, 2026
AEO 18 min
ChatGPT Citation Drift: I Re-Ran 200 Prompts Weekly for 90 Days. Here's How Much Citations Move.
Citations from ChatGPT aren't stable — they drift run-to-run, day-to-day, and across model versions. I re-ran 200 buyer-intent prompts every week for 90 days. Here's the actual variance, and what it means for your AEO program.
May 15, 2026
AEO 14 min
How LLMs Actually Choose Citations: A Reverse-Engineered 2026 Guide
Inside ChatGPT, Perplexity and Google AI Overviews: the retrieval, ranking and trust signals that decide which brands get named in an answer — and which ones don't.
May 14, 2026
AEO 13 min
Prompt-Level SEO: Optimizing for the Question Behind the Question
Keywords are dead. Real users ask LLMs full multi-turn questions. Here's how to map prompt intent, build a 200-prompt research set, and write pages that answer the actual question — not the keyword.
May 13, 2026
AEO 16 min
The AI-First Page Template: HTML, Schema & Copy Patterns That Get Quoted
A working template — the exact HTML structure, schema blocks, copy patterns, and meta setup — for pages designed to be cited by ChatGPT, Perplexity, Gemini and AI Overviews. Copy, paste, ship.
May 12, 2026
AEO 13 min
AEO Content Refresh Cadence: When to Re-Optimize for Re-Citation
Refreshing too often resets authority signals; refreshing too rarely lets citations decay. Here's the data-backed cadence by content type — and the exact edits that drive re-citation, not just dateModified spam.
May 12, 2026
AEO 12 min
The Anatomy of a ChatGPT-Cited Paragraph: Word Count, Structure & Entities
I dissected 300 paragraphs that ChatGPT and Perplexity actually cited in 2026. Here's the exact length, sentence pattern, entity density and HTML wrapper that the winners share.
May 12, 2026
AEO 22 min
I Audited 100 Pages Cited by ChatGPT — Here's What They All Have in Common
I pulled 100 pages ChatGPT actively cites across 12 niches and reverse-engineered the pattern: schema stack, word count, heading structure, entity density, and freshness. Here's the data.
May 12, 2026
AEO 14 min
The Citation Half-Life Problem: Why ChatGPT Forgets Your Brand in 6 Weeks
AI citations decay. A page cited weekly in March can vanish from ChatGPT answers by May without losing its rank. Here's the half-life pattern, why it happens, and the maintenance routine that keeps citations sticky.
May 11, 2026
AEO 15 min
Conversational Query Mapping: Building a 200-Prompt AEO Keyword Plan
Classical keyword research breaks for AEO. Users ask LLMs in full sentences, with context, follow-ups and constraints. Here's how to build a 200-prompt map that mirrors how buyers actually talk to ChatGPT.
May 11, 2026
AEO 13 min
Vector Embeddings for SEOs: What 'Semantic Match' Really Means in AEO
A plain-English explainer of how embedding models decide whether your page answers a prompt — and the practical writing changes that move you up the similarity score.
May 11, 2026
AEO 14 min
AI Overviews vs Featured Snippets: What Changed and What to Optimize Now
Featured Snippets quietly died in 2025 — replaced almost everywhere by AI Overviews. The optimization playbook is different in five specific ways. Here's the side-by-side and what to fix on your top pages this quarter.
May 10, 2026
AEO 12 min
Brand Mention Velocity: The Off-Page AEO Signal That Predicts AI Citations
Backlinks correlate with rankings. Unlinked brand mentions — and how fast they're accumulating — correlate with AI citations. Here's how to build the velocity flywheel.
May 10, 2026
AEO 14 min
Google AI Overviews Citation Report 2026: Which Domains Win Which Niches
Which domains dominate AI Overviews in SaaS, finance, health, and local services? A breakdown of citation share across 8 verticals — and what the winners do differently.
May 8, 2026
AEO 12 min
ChatGPT vs Perplexity vs Gemini vs Google AI Overviews: Where Should You Optimize First?
Each AI engine cites differently — different bias toward freshness, different schema preferences, different source trust signals. Here's where to focus first based on your audience.
May 2, 2026
AEO 17 min
What is AEO? How to Get Cited by ChatGPT in 2026
AEO (Answer Engine Optimization) is the new SEO. Here's exactly how to get your brand cited by ChatGPT, Perplexity, Gemini, and Google AI Overviews in 2026 — with the same playbook I use for clients.
May 1, 2026
AEO 9 min
AEO vs GEO vs SEO vs LLMO: The 2026 Acronym Map (With Examples)
Four overlapping acronyms, one strategy. Here's what each term actually means, where they overlap, and which one your team should be talking about.
Apr 28, 2026
AEO 11 min
Schema Markup for AEO: The Exact Types That Drive AI Citations in 2026
FAQPage, Article, Organization, Person, Product — here's the precise schema stack that gets pages cited by ChatGPT, Perplexity, and Google AI Overviews.
Apr 28, 2026
AEO 8 min
llms.txt Explained: The New robots.txt for AI Engines (2026 Guide)
What llms.txt is, why ChatGPT and Perplexity care, and exactly what to put in yours — with a copy-paste template you can ship today.
Apr 22, 2026
AEO 19 min
The CITE Framework: My 4-Step System for Getting Brands Quoted by ChatGPT
After 18 months of AEO client work, I distilled what works into a 4-step framework: Clarify, Index, Trust, Echo. Here's the full playbook with examples.
Apr 20, 2026
AEO 12 min
Entity Stacking: The Off-Page AEO Playbook Nobody Talks About
On-page schema is half the battle. The other half is entity stacking — the off-page work that makes LLMs confident your brand is who you say you are. Here's the full playbook.
Apr 15, 2026
AEO 10 min
Entity SEO: How to Build the Signals That Get Your Brand Cited by AI
Wikidata, sameAs, knowledge graph, NAP consistency — the entity signals that turn your brand from a string into a citable entity.
Apr 15, 2026
AEO 9 min
How to Measure AEO Performance: Citations, Share of Voice, and AI Referrals
Citations are the new rankings. Here's the exact measurement stack — prompt panels, share of voice, and GA4 — for tracking AEO results in 2026.
Apr 8, 2026
AEO 17 min
From Zero to Wikipedia: How We Built an Entity Footprint for a B2B Brand in 6 Months
The full playbook for taking a B2B brand from zero entity authority to a recognized entity across Wikidata, Crunchbase, Knowledge Panel, and ultimately Wikipedia — in 6 months.
Apr 5, 2026
AEO 8 min
7 Common AEO Mistakes That Stop Your Brand From Being Cited by ChatGPT
Blocking GPTBot, fluff content, broken schema, weak entity signals — the seven mistakes I see on almost every site that wonders why AI never quotes them.
Apr 2, 2026

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