Thunderdome B2B SaaS AI Visibility Index

← SEO Crawlers & Site Audit ranking

Brand report · July 2026

Firecrawl Firecrawl: AI Visibility Report

firecrawl.dev ↗

When buyers ask ChatGPT, Claude, and Gemini about seo crawlers & site audit, Firecrawl ranks #8 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.

How AI sees Firecrawl

Niche signal in a crowded tool set; rarely the first call.

Where it wins. Firecrawl earns mentions in feature-led queries, where its 12.5% mention rate keeps it visible enough to stay in the conversation alongside Apify and ScrapingBee.

Where it loses. An 8% first-pick rate and absence from seven prompt themes, including best overall, enterprise, and startup contexts, mean buyers with a defined use case or budget question will almost never see it recommended.

AI-generated analysis of the July 2026 measurements.

SEO Crawlers & Site Audit · #8 of 15

12 / 100 first snapshot (July 2026)
13%
mention rate (72 answers)
2
avg. position
8%
first pick
2%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
10
Claude
12
Gemini
13
Prompt themes Firecrawl would want to own

Share of each theme's answers that mention Firecrawl. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Feature-led ask
9/9 · #1×6

Gaps Best overall · Use-case fit · Top tools in 2026 · Startup & small team · Enterprise pick · If you could pick one · Budget & alternatives

Most co-mentioned competitors
Apify
78%
Browserless
56%
ScrapingBee
44%
Crawlee
33%
Crawl4AI
33%
Jina Reader
33%

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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