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

Average Score

60/100

Top Performer

together.ai

How does your ai & ml companies compare?

#	Site	Score	Grade	Discovery	Data Quality	Actionability
	together.ai	88	A	95	97	54
2	deepmind.google	85	A	100	92	42
3	writesonic.com	84	B+	100	88	42
4	mlflow.org	84	B+	96	90	47
5	jasper.ai	83	B+	100	82	52
6	wandb.com	83	B+	92	83	64
7	cohere.com	80	B+	88	87	52
8	datarobot.com	79	B+	74	93	59
9	anyscale.com	74	B	76	89	42
10	anthropic.com	73	B	68	93	42
11	c3.ai	73	B	64	87	62
12	runwayml.com	71	B	56	92	58
13	scale.com	69	B	67	87	38
14	stability.ai	61	C+	75	57	42
15	google.com	56	C+	51	67	42
16	copy.ai	56	C+	68	51	42
17	replicate.com	44	D	49	37	47
18	mistral.ai	43	D	50	36	43
19	h2o.ai	40	D	43	36	42
20	huggingface.co	38	D	43	34	38
21	openai.com	33	D	30	26	52
22	meta.ai	27	F	25	27	32
23	neptune.ai	27	F	18	27	43
24	perplexity.ai	25	F	20	25	36
25	midjourney.com	19	F	8	25	27

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