AI Readiness Leaderboard

March 2026 Edition · 136 websites ranked by AI readiness

44/100
Average Score
32%
llms.txt Adoption
0%
Agent Card Adoption
0%
MCP Server Adoption

Key Findings

  • The average AI readiness grade is D (44/100)
  • Not a single site out of 136 earned an A grade
  • Only 32% of top websites serve an llms.txt file
  • 0% of sites have an agent card or MCP server
  • Technical scores 82/100 on average, but Agent Discovery lags at just 15
  • datadog.com leads the rankings with 74/100
  • SaaS leads by industry with an average score of 51/100
  • 15% of sites scored an F — failing AI readiness

Grade Distribution

A: 0
B: 18
C: 50
D: 48
F: 20

Category Averages

Bot Accessibility
70
Structured Data
34
Content Quality
52
Agent Discovery
15
Agent Protocols
18
Technical
82
#SiteGradeScore
1datadog.comB74
2cohere.comB69
3shopify.comB69
5together.aiB68
6twilio.comB68
9nextjs.orgB66
11deepmind.googleB63
12nvidia.comB63
13figma.comB62
16stability.aiB61
17vercel.comB60
21linear.appC58
22docker.comC58
23cursor.comC58
34stripe.comC56
35modelcontextprotocol.ioC56
40microsoft.comC55
41github.comC55
42notion.soC55
50mistral.aiC52
56azure.microsoft.comC50
64anthropic.comC46
65databricks.comC46
66langchain.comC46
67supabase.comC45
68wordpress.orgD45
73netlify.comD44
80cloudflare.comD41
88crewai.comD39
89aws.amazon.comD38
99google.comD35
100huggingface.coD35
111replicate.comD31
112cloud.google.comD31
114openai.comD30
115perplexity.aiD30
117snowflake.comF29
126midjourney.comF20
132meta.aiF15

Scores generated by w2agent — AI Readiness Audit for the Web

Last updated: March 7, 2026

AI Readiness Leaderboard — w2agent