AIO score
Needs work68 / 100
AI visibility report
firecrawl.dev · Last audited May 3, 2026
AIO score
Needs work68 / 100
Ghost Test
No gaps0 / 1
key questions AI crawlers couldn't answer
Summary
firecrawl.dev has gaps that make it harder for AI crawlers to read (AIO 68/100), led by Renderability & JS (6/20). AI crawlers can find a description of what the company does in the HTML your server sends.
We ask an AI model each question twice: once using only the HTML a crawler like GPTBot receives, and once using the page as visitors see it after JavaScript runs. A question is flagged when only the visitor version can answer it.
Homepage only: some of the pages the targeted questions need were not found, so we asked one broad question about the homepage instead.
Page: https://firecrawl.dev/
Both versions could answer: AI crawlers get the same information visitors do.
01 Firecrawl is an API designed to search, scrape, and interact with the web at scale, providing clean web data to power AI agents. It enhances your life by enabling AI systems to access and utilize live web data efficiently, which can improve applications in areas like research, content generation, and competitive intelligence. By converting messy web content into structured, machine-usable data, Firecrawl helps you build better AI applications and workflows.
01 This is Firecrawl, a tool that helps AI systems search, scrape, and interact with the web to convert messy, dynamic websites into clean, structured data that AI can use. It makes your life better by providing reliable, AI-ready data from the web, enabling applications like deep research, smarter AI chats, and lead enrichment, all while being fast and easy to integrate.
Each sampled page, scored on what an AI crawler receives before any JavaScript runs.
homepage · 0% of visible text in server HTML
pricing · 0% of visible text in server HTML
pricing · 0% of visible text in server HTML
docs · 0% of visible text in server HTML
docs · 0% of visible text in server HTML
product · 0% of visible text in server HTML
security · 0% of visible text in server HTML
security · 0% of visible text in server HTML
blog · 0% of visible text in server HTML
blog · 0% of visible text in server HTML
No crawl warnings: every sampled page loaded.
This report shows what AI crawlers read. It doesn’t test whether ChatGPT, Claude and Perplexity get past the site’s firewall when a person asks them about a page. If this is your company, the Threshold Test checks each assistant against your key pages and tells you what to change. It’s free once you’ve claimed this profile.
The Ghost Test checks whether an AI crawler can answer the questions buyers ask, such as pricing and main features. We ask an AI model each question twice about the page most likely to answer it: once using only the HTML the server sends (what crawlers like GPTBot read, since they don't run JavaScript), and once using the page as visitors see it. A question is flagged as a gap when only the visitor version can answer it.
No. A gap means the information exists on the site but AI crawlers can't read it without running JavaScript. That raises the risk that an AI assistant guesses or leaves the fact out, but it is not a record of a specific wrong answer.
The AIO score adds up four pillars: technical & crawlability (25 points), renderability (20), structure (30) and metadata (25). Each is scored on the HTML AI crawlers receive. The methodology page lists every check.
Coverage describes how many of the site's important pages the audit managed to sample; certainty describes how consistent the evidence was. Lower values mean the report is directional and worth re-running.