The mechanics behind why AI engines cite some brands and ignore others.
Three engines. Three citation systems. One job: figure out who gets recommended when a real buyer asks a real question. This is the research arm of TWT — primary testing, methodology, and patterns we’ve documented across industrial verticals.
Most “AEO” advice is recycled SEO with a new label.
The ranking factors actually look different. AI engines aren’t crawling and ranking; they’re retrieving and synthesizing. That means structured product specs beat keyword density. Specific quantified claims beat hedge phrases. Owned PDFs hosted by your distributor get cited — not your brand site.
Everything below is observation and testing, not theory. We track citations across ChatGPT, Perplexity, and Gemini for industrial brands, document the patterns, and publish the methodology. If a finding doesn’t replicate across the three engines, it doesn’t ship.
What AI Search Actually Is
FoundationalThe conceptual layer. What changed when AI assistants started answering questions instead of returning links, and what it means for how buyers find vendors.
AI Architecture
The largest research cluster on the site. AEO vs. GEO, how AI sets the narrative before ads, content types that earn citations, server settings that ghost AI crawlers.
AI Search Impact
There is no page 2 in AI. Why your competitor shows up in ChatGPT and you don’t. The downstream effects on B2B sales pipelines.
Conversational Search
The $10,000 ghost — why 65% of your customers can’t see your ads. How conversational queries break the keyword model.
Search Intent
How real buyers actually research problems before they call. The gap between what marketers think people search and what they actually type.
Visual Search
Can real product images and schema help you show up in Google Lens? What visual-first AI search actually looks for.
AEO vs. GEO Explained
If you’re new to the topic, this is the entry point. The difference between Answer Engine Optimization and Generative Engine Optimization — and why the distinction matters.
How Citations Actually Work
Research-drivenThe patterns we’ve documented across 60+ tested brands and 130+ research sessions. What earns inline citation, what gets ignored, and where the credit actually lands.
AI Citations
How distributors absorb citations meant for brands. The content types that actually earn citation. Three engines, three completely different strategies.
Page Structure Score
Our internal framework for predicting whether AI engines will cite a page. The structural factors that correlate with citation across three engines.
Perplexity Behavior
How Perplexity describes your company — and why its citation behavior differs from ChatGPT and Gemini.
PR, AEO & Narrative Control
How HubSpot built an unshakeable AI narrative. How Peloton lost theirs. Where agencies actually influence what AI says about you.
Trust Factors
Engineering transparency in a 10,000-product industrial catalog. How AI engines evaluate trust, and what red flags torpedo recommendations.
Search Architecture
How to structure a site so AI engines can extract and cite cleanly. Cluster patterns, capability pages, the 85% earned-media claim that’s wrong.
The three optimization layers, defined.
A working glossary so the rest of the site has shared vocabulary. These aren’t competing strategies — they stack.
Get found in traditional results.
The original game: keywords, backlinks, technical SEO, ranking in the 10 blue links. Still matters — AI engines cite ranked pages disproportionately.
Get cited in direct answers.
Optimize for the moment a user asks ChatGPT or Perplexity a question and gets a synthesized answer. Structure, specificity, and entity clarity drive citation.
Shape what AI says about you.
Influence the narrative, not just the citation. Includes Google AI Overviews, brand-mention frequency, and the language AI uses to describe your category.
Want to see what AI says about your brand right now?
We run the same citation tests on your category that we use in published research. You get a written report — what cites you, what doesn’t, and what to fix first.
Request a free visibility review →