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Benchmark · 10 sites · measured October 2026

AI companies: how AI-ready are the leaders?

Model labs and AI-native products — the companies building answer engines. We ran the LLMready crawler against each homepage and scored it the same way as a free audit.

73/100

Median (all industries: 77)

60%

Publish an llms.txt

90%

Allow all 4 core AI crawlers

50%

Use Schema.org JSON-LD

Key findings

  • Jasper leads with 86/100 (B); Midjourney trails at 49.
  • The ai companies median is 4 points below the median of all 102 sites we measured.
  • 1 of 10 block at least one core AI crawler (GPTBot, PerplexityBot, ClaudeBot or Google-Extended) in robots.txt.
  • 60% publish an llms.txt and 0% an llms-full.txt. 10% rely on JavaScript to render their main text.
  • Weakest category on average: citation readiness at 59/100.

Bot access

82

Content extractability

68

Semantic metadata

76

Citation readiness

59

Scores

Leaderboard

#SiteScore Bot access Extractability Metadata Citation Core botsllms.txtBiggest gap
1
86
Jasperjasper.ai
86 B90799778Authorship and freshness
2
84
ElevenLabselevenlabs.io
84 B84829776Answer-ready formats
3
83
Mistral AImistral.ai
83 B947410066Authorship and freshness
4
82
Runwayrunwayml.com
82 B-94799264Authorship and freshness
5
78
Coherecohere.com
78 C+90678766Authorship and freshness
6
68
Anthropicanthropic.com
68 D76726755llms.txt is present and valid
7
68
Replicatereplicate.com
68 D90764353Schema.org JSON-LD
8
66
Hugging Facehuggingface.co
66 D76616163llms.txt is present and valid
9
52
Perplexityperplexity.ai
52 F76307031Content is in the initial HTML
10
49
Midjourneymidjourney.com
49 F496148392llms.txt is present and valid

Not scored because they turned away our crawler: OpenAI (blocked automated requests (HTTP 403)), Character.AI (blocked automated requests (HTTP 403)).

Most common gaps

Where ai companies sites lose points

Answer-ready formats

100%

10 of 10 sites · Citation readiness

Add an FAQ section (with FAQPage schema) and question-style headings that mirror real queries.

Authorship and freshness

100%

10 of 10 sites · Citation readiness

Show an author and published/updated dates (in markup and JSON-LD).

Content density

100%

10 of 10 sites · Content extractability

Trim inline scripts, styles and markup bloat so text makes up a larger share of the page.

llms-full.txt is available

100%

10 of 10 sites · Bot access

Publish the generated llms-full.txt alongside llms.txt.

Markdown readability

90%

9 of 10 sites · Content extractability

Shorten sentences and replace jargon; aim for a reading ease of 50+.

llms.txt is present and valid

80%

8 of 10 sites · Bot access

Fix the validation issues below or regenerate the file with LLMready.

Where would your site rank?

Run the same audit on your site and compare it to the ai companies median of 73.

A high score means AI engines can reach, read and understand a site. It doesn't guarantee citations — those also depend on authority, relevance and the question being asked.

Other industries