AI engine guides
How each AI engine decides what to recommend
Every AI engine recommends companies differently. Drawing on published industry analyses of AI search citations and how each engine retrieves information, these guides show you what drives recommendations on each engine, and how to get cited.
| Channel | ChatGPT | Claude | Perplexity | Gemini | Google AI Mode | Microsoft Copilot |
|---|---|---|---|---|---|---|
| Your own site Schema, answer pages, llms.txt, crawlability | Heavy Vendor | Heavy Vendor | Heavy Measured | Heavy Our read | Heavy Vendor | Heavy Our read |
| Reviews and directories G2, Clutch, Capterra, Trustpilot, Google Business | Moderate Our read | Light Measured | Heavy Our read | Moderate Our read | Moderate Measured | Moderate Measured |
| Reddit and forums Unpaid opinion, where buyers go for the unvarnished view | Light Our read | Light Measured | Heavy Our read | Moderate Our read | Heavy Measured | Moderate Measured |
| Video YouTube. Only counts once there is a transcript | Moderate Our read | Light Our read | Moderate Our read | Heavy Our read | Heavy Measured | Light Measured |
| Newsletters LinkedIn, Substack, Beehiiv. Published under a named person | Moderate Our read | Light Our read | Moderate Our read | Heavy Our read | Heavy Measured | Light Our read |
| News and PR Earned coverage, wire pickup, journalist mentions | Heavy Vendor | Heavy Vendor | Heavy Our read | Moderate Our read | Moderate Our read | Moderate Our read |
Your own site. Your own site counts most for ChatGPT, Claude, Perplexity, Gemini, Google AI Mode, Microsoft Copilot.
Reviews and directories. Reviews and directories counts most for Perplexity. It is a light signal for Claude.
Reddit and forums. Reddit and forums counts most for Perplexity, Google AI Mode. It is a light signal for ChatGPT, Claude.
Video. Video counts most for Gemini, Google AI Mode. It is a light signal for Claude, Microsoft Copilot.
Newsletters. Newsletters counts most for Gemini, Google AI Mode. It is a light signal for Claude, Microsoft Copilot.
News and PR. News and PR counts most for ChatGPT, Claude, Perplexity.
Where this comes from
- OpenAI: publishers and developers FAQ States that a site must allow OAI-SearchBot to be eligible for ChatGPT search at all.
- OpenAI: introducing ChatGPT search The named publisher partnerships behind the news and PR row.
- Anthropic: web search tool documentation Citations are always enabled, and Claude only searches when a question needs current information.
- Google Search Central: AI features and your website AI Overviews and AI Mode report inside the ordinary Search Console Performance report.
- Search Console Help: impressions, position and clicks How AI Mode counts a click, and why a follow-up question is treated as a new query.
- Dan Petrovic: citation mining of OpenAI grounding metadata Reddit retrieved in 76 percent of OpenAI searches and selected 0.61 percent of the time.
- Our production scan database, read 12 August 2026 46 completed reports, 34 brands, 419 buying questions, 2,421 answered buying cells. Where the per-engine mention rates come from.
- Our 15-region managed services study 743 records, 566 named by an engine, and the per-engine corroboration rates.
- What our crawler finds on real sites 39 readable crawls: 38 with no llms.txt, 26 with no FAQ schema, 16 with no Organization schema.
- How we check an AI visibility report The method behind every first-party number on this page, including what it cannot show.
Engine behaviour moves month to month. This table is maintained, not published once.
The engines, one at a time
Each guide goes deeper on how that engine retrieves, what it cites, and what actually moves it.
The 5 signals behind ChatGPT recommendations. 51% of B2B buyers now start research with an AI chatbot (G2 2026).
Read the guide →Why Claude is the most conservative engine, and how it picks who to cite.
Read the guide →How Perplexity's real-time retrieval pipeline chooses and cites sources.
Read the guide →How Google ecosystem signals (Business Profile, reviews) drive Gemini.
Read the guide →How AI Overviews differs from classic SEO, and what gets cited.
Read the guide →Why G2 reviews are among the most-cited B2B sources in AI search.
Read the guide →How Clutch reviews power AI recommendations for service firms.
Read the guide →The underused B2B channel that feeds Gemini and Google AI Overviews.
Read the guide →See how you rank across all 6 AI engines we scan
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