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
All (136)E-Commerce (15)SaaS (15)Media & Content (14)AI & Tech (39)Government (10)Documentation (7)Social (6)Finance (10)Other (20)
#SiteGradeScore
1datadog.com→B74
2cohere.com→B69
3shopify.com→B69
4salesforce.com→B69
5together.ai→B68
6twilio.com→B68
7coursera.org→B68
8plaid.com→B67
9nextjs.org→B66
10paypal.com→B64
11deepmind.google→B63
12nvidia.com→B63
13figma.com→B62
14usa.gov→B62
15whitehouse.gov→B62
16stability.ai→B61
17vercel.com→B60
18monday.com→B60
19walmart.com→C59
20target.com→C59
21linear.app→C58
22docker.com→C58
23cursor.com→C58
24nytimes.com→C58
25discord.com→C58
26atlassian.com→C58
27calendly.com→C58
28nasa.gov→C58
29airbnb.com→C58
30bbc.com→C57
31theverge.com→C57
32dropbox.com→C57
33bankofamerica.com→C57
34stripe.com→C56
35modelcontextprotocol.io→C56
36zoom.us→C56
37asana.com→C56
38wellsfargo.com→C56
39wise.com→C56
40microsoft.com→C55
41github.com→C55
42notion.so→C55
43weather.com→C55
44ikea.com→C54
45cnn.com→C54
46hubspot.com→C54
47mayoclinic.org→C54
48nike.com→C53
49intercom.com→C53
50mistral.ai→C52
51zappos.com→C52
52wired.com→C52
53craigslist.org→C52
54wayfair.com→C51
55zendesk.com→C51
56azure.microsoft.com→C50
57gov.uk→C50
58homedepot.com→C49
59uber.com→C49
60vuejs.org→C48
61docs.python.org→C48
62chase.com→C48
63stanford.edu→C47
64anthropic.com→C46
65databricks.com→C46
66langchain.com→C46
67supabase.com→C45
68wordpress.org→D45
69svelte.dev→C45
70mailchimp.com→D45
71nih.gov→D45
72irs.gov→D45
73netlify.com→D44
74react.dev→D44
75bestbuy.com→D44
76netflix.com→D44
77slack.com→D43
78yelp.com→D43
79airtable.com→D42
80cloudflare.com→D41
81tiktok.com→D41
82canada.ca→D41
83spotify.com→D41
84tailwindcss.com→D40
85stackoverflow.com→D40
86theguardian.com→D40
87webmd.com→D40
88crewai.com→D39
89aws.amazon.com→D38
90wikipedia.org→D38
91reddit.com→D38
92twitter.com→D38
93amazon.com→D37
94linkedin.com→D37
95square.com→D37
96mit.edu→D37
97techcrunch.com→D36
98khanacademy.org→D36
99google.com→D35
100huggingface.co→D35
101youtube.com→D35
102robinhood.com→D35
103expedia.com→D35
104hulu.com→D35
105cdc.gov→D34
106developer.mozilla.org→D33
107arstechnica.com→D32
1081password.com→D32
109europa.eu→D32
110zillow.com→D32
111replicate.com→D31
112cloud.google.com→D31
113substack.com→D31
114openai.com→D30
115perplexity.ai→D30
116state.gov→D30
117snowflake.com→F29
118canva.com→F28
119coinbase.com→F26
120booking.com→F26
121aliexpress.com→F24
122medium.com→F24
123intuit.com→F24
124bloomberg.com→F22
125etsy.com→F21
126midjourney.com→F20
127adidas.com→F20
128doordash.com→F20
129macys.com→F17
130reuters.com→F16
131tripadvisor.com→F16
132meta.ai→F15
133ebay.com→F13
134washingtonpost.com→F11
135costco.com→F9
136opentable.com→F9

Scores generated by w2agent — AI Readiness Audit for the Web

Last updated: March 7, 2026

AI Readiness Leaderboard — w2agent