AI visibility report

firecrawl

firecrawl.dev · Last audited May 3, 2026

AIO score

Needs work

68 / 100

Ghost Test

No gaps

0 / 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.

Top fixes

Show 3 more fixes
  • Medium Add Lists / tables (missing from the server HTML on 3 of 10 sampled pages) (Structure & readability: 20/30)
  • Medium Add Schema (JSON-LD) (missing from the server HTML on 8 of 10 sampled pages) (Metadata & consistency: 17/25)
  • Medium Add Canonical tag (missing from the server HTML on 8 of 10 sampled pages) (Metadata & consistency: 17/25)

Score breakdown

What's working

  • Technical & crawlability: 25/25

How the score is calculated

Ghost Test: can AI crawlers answer buyer questions?

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.

What is this, and how does it make my life better? OK

Page: https://firecrawl.dev/

Both versions could answer: AI crawlers get the same information visitors do.

Answer from what the AI crawler sees

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.

Answer from what visitors see

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.

Page-by-page breakdown

Each sampled page, scored on what an AI crawler receives before any JavaScript runs.

Audit scope

Pages sampled
10
How pages were found
XML sitemap and homepage links
Coverage · certainty
complete · high

No crawl warnings: every sampled page loaded.

Compare to peers

Can AI assistants open this site?

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.

Request a Threshold Test

Report FAQ

What is the Ghost Test?

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.

Does a gap mean an AI hallucinated about this company?

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.

How is the AIO score calculated?

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.

What do coverage and certainty mean?

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.

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