All Rankings

AI Companies vs. AI Readiness: Who Practices What They Build? (2026)

You'd expect companies building AI products to have the most AI-ready websites. After all, they understand how language models consume data better than anyone. We audited 25 AI and machine learning companies to test this assumption. The results are surprising: building AI doesn't automatically mean your website is optimized for AI agents.

Sites Audited

25

Average Score

60/100

Top Performer

together.ai

How does your ai & ml companies compare?

#SiteScoreGrade
together.ai89A
2datarobot.com87A
3deepmind.google85A
4mlflow.org84B+
5writesonic.com84B+
6jasper.ai83B+
7runwayml.com83B+
8cohere.com80B+
9mistral.ai79B+
10c3.ai77B+
11anyscale.com75B+
12wandb.com74B
13anthropic.com73B
14scale.com72B
15stability.ai61C+
16google.com56C+
17copy.ai56C+
18replicate.com44D
19h2o.ai40D
20huggingface.co38D
21openai.com33D
22meta.ai22F
23perplexity.ai13F
24midjourney.com8F
25neptune.ai8F

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