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Brand report · September 2026
Firecrawl: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about seo crawlers & site audit, Firecrawl ranks #10 of 15, a Visibility Score of 12 in SEO Crawlers & Site Audit .
These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.
Tenth in its only race, Firecrawl is a crowded-field also-ran.
Where it wins. When buyers frame questions around specific features, Firecrawl earns its way into the conversation, pulling a 12.5% mention rate in SEO Crawlers and Site Audit. That foothold, narrow as it is, represents the entire scope of its AI presence.
Where it loses. A 9.7% first-pick rate places it near the bottom of a 15-tool field, and the AI models skip Firecrawl entirely across seven prompt themes including best overall, enterprise, and startup contexts, leaving Apify and Crawl4AI to own those conversations.
AI-generated analysis of the September 2026 measurements.
ChatGPT 
Claude 
Gemini Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).
Share of each theme's answers that mention Firecrawl. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Best overall · Use-case fit · Top tools in 2026 · Startup & small team · Enterprise pick · If you could pick one · Budget & alternatives
Share of Firecrawl's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.
Scores are measured from real AI answers, refreshed monthly. Methodology.
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