AI Companies Build Intelligence. Their Websites Don't Show Any.

AISO Score

AEO

SEO

Readability

Engagement

The State of AI / Machine Learning Websites

A VP of Engineering asks Perplexity: "Best MLOps platforms for mid-size companies." Your company built the exact solution. But your website drowns in buzzwords and has no structured data. Across 125 AI and machine learning sites, the average AISO score is 53/100. SEO averages 89. AEO hits 44.

Engagement scores 49 and readability sits at 40. A total of 35% score below 50. The companies building AI are failing to optimize for it. The irony writes itself.

Schema markup is missing from 27% of AI company sites. Without it, the very answer engines these companies help power cannot find their websites.

Why This Matters for AI / Machine Learning

Artificial intelligence services is defined as the development and deployment of software systems that perform tasks normally requiring human intelligence, including machine learning, natural language processing, and computer vision. These companies should be first in AI readiness. Most are not.

AI companies face a unique credibility test. If your website is not optimized for AI search engines, prospects question whether you understand AI at all. Structured data, clear use case descriptions, and accessible content are the minimum bar.

Use case documentation refers to detailed descriptions of specific problems an AI product solves, including the industry, data inputs, and measurable outcomes. AI engines cite use case pages when matching products to prospect queries.

AI companies that cannot optimize their own websites for AI search engines face a serious credibility problem.

Key Findings

35%

Score Below 50

27%

No Schema Markup

18%

No Open Graph Tags

44/100

Avg AI Engine Score

Key Takeaways

•
Buzzword-heavy copy hurts readability with jargon like "leveraging transformative AI" replacing plain product descriptions.
•
Use cases are poorly documented describing technology instead of business problems solved.
•
Schema markup is missing from most AI company websites, a notable irony for the industry.
•
Technical documentation is separated from marketing content, leaving the main site thin on useful detail.
•
AEO scores are low despite these companies understanding AI better than any other industry.
•
Accessibility is neglected with complex dashboards and demos failing basic WCAG checks.

Common Mistakes in AI / Machine Learning Websites

Buzzword overload — "AI-powered intelligence platform leveraging deep learning" says nothing specific. Name the problem you solve.
No use case pages — Each industry application needs its own page with specific data types, outcomes, and integration details.
Docs on a separate domain — Technical content that lives only in docs.yourcompany.com does not help your main site rank.
Demo-gated everything — AI engines cannot fill out forms. Key product information must be publicly accessible.
No comparison content — Prospects search "[your product] vs [competitor]" and you have no page addressing it.

How to Improve Your AI / Machine Learning Website

Write use case pages for each industry. Healthcare AI, financial AI, and manufacturing AI each need specific pages with real-world examples.
Replace buzzwords with plain descriptions. "Our tool predicts equipment failures 48 hours early using sensor data" beats "AI-powered predictive intelligence platform."
Add SoftwareApplication schema. Include category, operating system, features, and pricing model.
Create comparison pages. Address how your product differs from alternatives that prospects are evaluating.
Build FAQ sections for technical and business audiences. Technical buyers want integration details. Business buyers want ROI and timeline answers.

Dimension Breakdown

AI Engine (AEO) (30%)

SEO (20%)

Readability (25%)

Engagement (25%)

Score Distribution

AISO Score Ranges

0-9

10-19

20-29

30-39

40-49

50-59

60-69

70-79

80-89

90-99

Grade Distribution

0 (0%)

5 (4%)

24 (19%)

52 (42%)

44 (35%)

Frequently Asked Questions

What is an AISO score?

An AISO score is defined as a 0-to-100 rating combining SEO, readability, engagement, AEO, and accessibility into one website performance metric.

What is AEO?

AEO refers to Answer Engine Optimization. It is the practice of making website content findable and citable by AI answer systems like ChatGPT and Google AI Overview.

Why do AI companies score poorly on AI readiness?

AI companies focus on product development and technical documentation while neglecting their marketing website's structure, readability, and schema markup.

What schema should AI companies use?

Use SoftwareApplication schema with features, category, and pricing. Add Article schema for use cases and FAQPage schema for technical and business questions.

How do AI answer engines discover AI products?

They read product descriptions, use case pages, comparison content, and FAQ sections. Gated content and buzzword-heavy copy gets skipped.

Should AI companies ungated their product information?

Key product details, use cases, and pricing models should be public. AI engines cannot fill out demo request forms to learn about your product.

What accessibility issues affect AI company websites?

Complex data visualizations without alt text, dashboard demos that do not work with keyboards, and low contrast in dark-themed designs.

How can AI companies improve readability?

Replace technical jargon with plain language on marketing pages. Save deep technical detail for documentation. Explain what your product does before explaining how it works.

All 125 Audited Sites

Domains are partially blurred. Scores range from 0 to 100.

#	Domain	AISO	Grade	AEO	SEO	Read.	Eng.
1	help*****.com	73	B	75	100	69	54
2	ko***.ai	71	B	78	100	54	57
3	idahoa***********.com	70	B	61	98	78	49
4	supe*****.fm	70	B	71	95	78	40
5	devox********.com	70	B	54	100	75	59
6	tow*****.com	69	C	64	99	58	62
7	first********.com	69	C	48	100	79	59
8	mynam********.com	68	C	50	97	77	59
9	aipowe***********.com	68	C	63	90	77	47
10	fre****.com	67	C	60	100	64	52
11	built*******.org	67	C	63	78	89	40
12	zir***.com	66	C	40	99	80	58
13	rev****.co	66	C	48	95	68	62
14	ycom*******.com	66	C	69	93	56	49
15	zf***.com	65	C	61	99	37	69
16	luxc******.com	65	C	59	75	66	62
17	bwb****.com	64	C	56	82	67	58
18	delawar***********.com	64	C	48	100	69	50
19	tech******.com	64	C	52	92	63	57
20	bir*****.tech	63	C	42	100	75	46
21	360au********.ai	62	C	57	98	51	51
22	wl**.com	62	C	42	88	82	46
23	bus*****.maryland.gov	62	C	52	99	55	51
24	greenvil**************.com	62	C	63	94	48	49
25	rhode********.com	62	C	40	85	71	59
26	me***.ai	61	C	78	97	10	64
27	r**.ai	61	C	52	99	61	43
28	valle*********.com	61	C	47	84	72	47
29	iowa******.com	60	C	30	99	60	64
30	hummi*******.ai	59	D	75	98	10	59
31	mst***.com	59	D	48	94	46	59
32	superb*********.com	58	D	69	97	10	62
33	ufo*****.com	58	D	42	95	47	59
34	ne**.biobuzz.io	58	D	66	95	15	62
35	newm*****.ai	58	D	43	65	84	45
36	aus*****.io	58	D	52	94	62	31
37	built********.com	58	D	64	90	30	52
38	lith******.com	58	D	52	83	61	42
39	topappdeve****************.com	58	D	38	97	77	30
40	1st*****.com	57	D	40	100	53	47
41	hunts*******.org	57	D	58	97	29	51
42	wf**.com	57	D	28	82	78	51
43	minn*******.ai	57	D	48	90	42	57
44	buil******.com	57	D	48	90	46	52
45	effe*****.ai	57	D	58	100	33	47
46	ade****.com	57	D	53	97	19	66
47	h**.vc	56	D	37	87	65	45
48	opportu*************.gov	55	D	43	82	59	45
49	anna*******.org	55	D	20	99	59	57
50	auto*******.com	55	D	42	95	36	58
51	built*********.com	55	D	51	94	33	52
52	tra***.com	55	D	25	94	45	71
53	medi******.com	55	D	40	95	45	52
54	dbad*****.com	54	D	28	97	65	40
55	50p***.com	54	D	53	85	10	74
56	automa*********.com	54	D	60	85	20	55
57	cru***.ai	54	D	35	75	62	52
58	buil*****.com	53	D	45	94	29	52
59	buil*****.com	53	D	50	97	36	40
60	shad******.com	53	D	52	92	11	64
61	pega******.com	53	D	48	82	37	52
62	moa***.com	53	D	48	98	19	57
63	mainet*********.org	53	D	50	95	36	40
64	new****.theaisummit.com	53	D	30	100	51	46
65	bui****.com	52	D	48	94	26	50
66	goddigi************.com	52	D	58	82	10	64
67	colo******.news	52	D	20	75	76	46
68	g**.ca.gov	52	D	40	83	52	40
69	ent****.com	52	D	56	77	34	47
70	mai***.org	52	D	48	97	38	35
71	upnor*******.co	52	D	38	95	29	59
72	autom********.com	52	D	56	97	10	54
73	aleait*********.com	51	D	55	100	18	40
74	builti*********.com	51	D	45	90	24	52
75	phoenix*************.com	51	D	53	99	10	51
76	ai***.masstech.org	51	D	30	80	61	41
77	advi*******.com	51	D	55	95	28	35
78	7**.io	51	D	53	93	25	42
79	topde********.co	50	D	38	97	22	55
80	stonehi************.com	50	D	43	67	42	53
81	first*********.udel.edu	50	D	40	97	29	47
82	arkat*******.com	49	F	30	100	14	67
83	built********.com	49	F	43	90	22	52
84	perfo*******.com	49	F	38	97	27	46
85	manufa***********.com	49	F	42	98	29	39
86	dak*****.us	49	F	25	65	55	57
87	builti**********.com	49	F	51	93	12	50
88	san***.gov	49	F	40	90	25	51
89	appal*********.com	49	F	35	94	25	52
90	mutua********.com	48	F	30	91	30	55
91	f**.com	47	F	35	47	94	15
92	rob*****.com	47	F	40	100	10	50
93	i**.applieddigital.com	47	F	38	85	32	42
94	et**.ri.gov	47	F	35	70	33	55
95	memph*********.com	47	F	56	65	14	53
96	vex***.com	46	F	38	94	10	52
97	black*********.ai	46	F	30	94	21	52
98	bosto*********.com	46	F	10	94	72	25
99	u**.edu	46	F	33	88	35	40
100	bioc*****.com	46	F	40	86	33	35
101	arlingtone******************.com	46	F	38	97	15	47
102	pro****.com	45	F	40	97	10	46
103	rac***.com	45	F	38	88	17	45
104	newsis**********.com	45	F	20	90	37	47
105	busin*******.bus.umich.edu	44	F	23	68	49	45
106	aita*******.alabama.gov	43	F	35	65	26	51
107	aa***.net	43	F	40	84	17	40
108	techn*********.org	43	F	30	93	15	45
109	lab***.com	43	F	20	95	13	59
110	stre******.us	42	F	25	92	20	45
111	gov****.com	42	F	35	87	26	30
112	tex****.ai	42	F	40	84	17	35
113	taa***.com	41	F	40	70	10	51
114	xor***.com	41	F	28	100	12	40
115	sr**.org	40	F	40	76	18	35
116	res*****.utk.edu	40	F	20	80	24	47
117	aisu******.com	39	F	25	97	13	37
118	greg*****.com	39	F	35	80	10	40
119	lu***.indianapolis.iu.edu	39	F	25	94	10	40
120	a**.georgia.gov	38	F	30	87	10	35
121	aitec*******.com	37	F	25	62	27	40
122	aero*****.com	37	F	30	15	89	10
123	wvi***.com	36	F	35	69	10	37
124	ai2in*******.com	36	F	35	57	10	47
125	appli*********.com	34	F	37	55	10	37

Methodology

Each website was scored using AISO Studio's production scoring engine across four dimensions:

AEO (30%) — AI Engine Optimization: direct answer format, FAQ patterns, structured content, citation signals, topical authority
SEO (20%) — Title tags, meta descriptions, heading structure, links, images, keyword optimization
Readability (25%) — Flesch reading ease with normalized scoring, sentence complexity, audience appropriateness
Engagement (25%) — Content hooks, calls to action, questions, lists, quotes, emphasis, paragraph variety

125 sites collected across US states using geographic search queries. Scores reflect the state of each website at time of audit.

How Does YOUR AI / Machine Learning Website Score?

The average ai / machine learning website scores 53/100. Get a free audit to see where you stand and how to improve your AI search readiness.

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