Explainer
How Long Does AEO Take to Work? An Honest Timeline
Some fixes move answers in days, some take quarters, and some compound for years. A stage-by-stage timeline, with the mechanisms that explain each lag.
Aug 13, 2026
Insights
Field notes from the answer economy.
A weekly working record of how AI engines choose what to cite, published since December 2025. No recycled truisms: everything here comes from prompts we track and pages we ship.
Latest · Playbook
The DIY AEO Audit: What to Check Before You Spend a Dollar
An afternoon of structured checks tells you exactly where your brand stands in AI search and which class of fix matters first. The complete self-audit, step by step.
Aug 18, 2026 · 7 min read
Opinion
Own One Answer: Positioning Strategy for the Answer Economy
Engines recommend the option that most obviously fits the question. Broad positioning produces no obvious fit for anything, which turns an old marketing argument into a measurable machine behavior.
Aug 3, 2026
Playbook
AEO for SaaS: The Category Prompt Is the New Category Page
Software buying runs on comparison and alternatives prompts, and engines assemble shortlists from a predictable source set. The SaaS-specific version of the program.
Jul 29, 2026
Playbook
AEO for Ecommerce: Winning the Product Recommendation Prompt
Shopping questions are pouring into chat engines, and the answers draw on feeds, reviews, and editorial sources most DTC brands underinvest in. The ecommerce-specific program.
Jul 21, 2026
Playbook
When AI Gets Your Brand Wrong: A Correction Playbook
Engines confidently state wrong prices, dead products, and other companies' scandals under your name. Where the errors come from, and the correction sequence that actually works.
Jul 16, 2026
Benchmark
Freshness Bias: How Much Recency Actually Matters in AI Citations
Engines visibly prefer recent sources, but the bias is query-dependent and gameable date-stamping does not work. What our tracking shows about when freshness wins and when authority holds.
Jul 6, 2026
Teardown
Teardown: What AI Crawlers Actually See When Your Site Runs on JavaScript
Most AI retrieval systems read raw HTML and do not execute your JavaScript. A teardown of the failure modes, and how to check what the machines are really getting.
Jul 1, 2026
Field notes
What AEO Does to Paid Media Performance
Answer presence and paid campaigns interact in measurable ways: brand queries get cheaper, landing pages pre-validated by AI answers convert better, and the halo shows up in search term reports.
Jun 23, 2026
Playbook
Prompt Research: The Successor to Keyword Research
Keywords told you what people typed into a box. Prompts reveal situation, constraints, and intent in full sentences. The research discipline that replaces the keyword spreadsheet.
Jun 18, 2026
Opinion
The B2B Buying Journey Now Starts in a Chat Window
The anonymous research phase of B2B buying has moved into AI assistants, which compresses shortlists before any vendor knows the deal exists. What that does to pipeline math.
Jun 8, 2026
Playbook
Local AEO: How AI Engines Answer 'Best X Near Me'
Local recommendation prompts run on a different stack: business profiles, review corpora, and map data. The local pack playbook, translated for the answer economy.
Jun 3, 2026
Playbook
Video AEO: How YouTube Content Ends Up Inside AI Answers
Engines cannot watch your video, but they read everything around it, and increasingly the transcript inside it. How video earns citations, and the metadata work that makes it liftable.
May 26, 2026
Field notes
G2, Clutch, and the Review Layer: How Aggregators Feed B2B AI Answers
Ask an engine to recommend a B2B vendor and review platforms are doing much of the work underneath. What the aggregator layer feeds the engines, and how to manage your presence on it.
May 21, 2026
Field notes
The Consistency Audit: Why Machines Distrust Brands That Describe Themselves Five Ways
Engines cross-reference every description of you they can find. Small contradictions that humans never notice compound into machine-level ambiguity, and ambiguity gets dropped from answers.
May 11, 2026
Explainer
E-E-A-T for AI Engines: Which Trust Signals Actually Transfer
Google's experience, expertise, authoritativeness, and trust framework was built for search raters. A working translation of which signals answer engines measurably respond to.
May 6, 2026
Opinion
Do FAQ Pages Still Matter for AI Search? Yes, but Not the Ones You Have
The graveyard FAQ page is dead weight, while question-and-answer content is exactly what engines extract. The difference is placement, specificity, and honesty.
Apr 28, 2026
Playbook
Comparison Pages That Win AI Answers: The Honesty Advantage
'X vs Y' questions dominate commercial prompts, and engines synthesize from comparison content. Why the balanced page beats the rigged one, structurally and measurably.
Apr 23, 2026
Playbook
Why Original Data Wins Citations, and How to Build a Statistics Page That Earns Them
Models cite numbers, and the page that owns a number gets named everywhere the number travels. The full mechanics of the most compounding content investment in AEO.
Apr 13, 2026
Benchmark
The Content Formats LLMs Actually Cite: Patterns From a Year of Watching
Across thousands of tracked answers, the same handful of page formats keeps winning citation slots. The formats, the structural traits they share, and what to stop publishing.
Apr 8, 2026
Opinion
Zero-Click Is Not Zero-Revenue: Rethinking Demand Gen for the Answer Economy
Most searches now end without a click, and AI answers accelerate the trend. The loss is real, but treating clicks as the goal was always a proxy error. What to optimize instead.
Mar 31, 2026
Playbook
Tracking AI Referral Traffic in GA4 Before Your Attribution Model Notices It Exists
Visitors from ChatGPT, Perplexity, and Gemini are already in your analytics, mislabeled and undercounted. How to segment them properly and what the numbers can and cannot tell you.
Mar 26, 2026
Playbook
How to Measure AI Search Visibility: The Prompt Universe Method
You cannot rank-track a conversation, but you can instrument it. How to build a fixed prompt set, score the answers, and report AI visibility like a real channel.
Mar 16, 2026
Opinion
Does Your Brand Need a Wikipedia Page for AI Visibility?
Wikipedia sits near the center of every knowledge graph and training corpus, which makes it tempting and dangerous in equal measure. An honest decision framework.
Mar 11, 2026
Field notes
Why Reddit Is in Every AI Answer, and What Brands Should Do About It
Community threads dominate the citation slots for opinion and recommendation questions. The mechanics behind it, and the narrow set of legitimate moves available to brands.
Mar 3, 2026
Playbook
Digital PR Is Now an AEO Channel: Earning the Mentions Engines Trust
Answer engines lean on third-party sources for every recommendation. That turns earned media from a brand-awareness play into measurable retrieval infrastructure.
Feb 26, 2026
Playbook
Entity SEO: Making Your Brand a Thing Machines Can Reason About
Engines do not rank your pages so much as reason about you as an object. Building that object, from schema to knowledge panels to consistent descriptions, is the most durable work in AEO.
Feb 16, 2026
Explainer
GPTBot, ClaudeBot, PerplexityBot: The AI Crawler Decision Every Site Owner Faces
Your robots.txt now decides whether you exist to AI engines. A field map of the crawlers that matter, what each one feeds, and a sane allow/block policy for brands.
Feb 11, 2026
Playbook
Schema Markup for AI Search: What Machines Actually Use
Structured data was built for rich snippets, but answer engines read it too. The schema types that matter for AI visibility, and the ones that are wasted effort.
Feb 3, 2026
Explainer
llms.txt: What It Is, What It Is Not, and Whether You Should Ship One
The proposed standard gives AI systems a curated map of your site in plain text. Adoption costs an hour. Here is what it realistically buys you today.
Jan 29, 2026
Explainer
How Perplexity Picks Its Sources, and Why It Matters More Than Its Size
Perplexity is smaller than ChatGPT but every answer is fully cited, which makes it the clearest window into retrieval-based recommendation, and a leading indicator for every other engine.
Jan 19, 2026
Playbook
How to Show Up in Google AI Overviews
AI Overviews sit on top of billions of searches, and their citation patterns are measurably different from both classic rankings and chat engines. Here is what actually earns inclusion.
Jan 14, 2026
Playbook
How to Get Your Brand Cited by ChatGPT: The Working Playbook
A concrete, sequenced program for earning citations in ChatGPT answers: what to fix first, what to publish, where to earn mentions, and how to verify movement.
Jan 6, 2026
Explainer
AEO vs SEO: What Actually Changes and What Carries Over
Half of SEO transfers directly to answer engines. The other half is dead weight. A working map of which is which, so budget goes where the leverage is.
Jan 1, 2026
Explainer
How ChatGPT Decides Which Brands to Recommend
When ChatGPT names a company, that name survived three separate filters: training memory, live retrieval, and answer synthesis. Understanding each filter tells you exactly where to compete.
Dec 22, 2025
Explainer
What Is Answer Engine Optimization? The Discipline, Defined Properly
AEO is the work of making your brand the one AI assistants cite and recommend when buyers ask for options. Here is what the discipline actually contains, and what it does not.
Dec 17, 2025