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

62/100

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	datarobot.com	87	A	94	93	59
3	deepmind.google	85	A	100	92	42
4	mistral.ai	85	A	100	88	47
5	jasper.ai	84	B+	100	83	52
6	mlflow.org	84	B+	96	90	47
7	writesonic.com	83	B+	100	87	42
8	wandb.com	83	B+	92	83	64
9	runwayml.com	83	B+	91	93	48
10	cohere.com	80	B+	88	87	52
11	anyscale.com	74	B	76	89	42
12	c3.ai	74	B	64	89	62
13	anthropic.com	74	B	68	95	42
14	scale.com	70	B	68	87	38
15	stability.ai	61	C+	74	57	42
16	google.com	56	C+	51	67	42
17	copy.ai	56	C+	68	51	42
18	replicate.com	44	D	49	38	47
19	h2o.ai	40	D	43	36	42
20	huggingface.co	38	D	43	34	38
21	openai.com	33	D	30	27	52
22	meta.ai	27	F	25	27	32
23	perplexity.ai	25	F	20	25	36
24	midjourney.com	19	F	8	25	27
25	neptune.ai	8	F	8	0	24

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