Claude

Name: Claude AI agent readiness scorecard
Item: Claude
Rating: 63.2
Author: Stunt Double

claude.ai

Agent score1.4

/100OK

Claim this domain

RankRank: Top 91%; #501
SaaS rankSaaS rank: Sector average 74.5; #210
Benchmark runsBenchmark runs: 3 providersAcross 3 providers; 2

Where this site sits

SaaS avg: 74.5 (−11.3)
Market avg: 76.7 (−13.5)

Latest results

Claude ranks #501 of 550 scored sites, down 31 places since the last run.

Best agent62.3 OKClaude on claude-sonnet-5. Gemini trails at 26.0.Agent friction33improvements10 high severity. Most serious: Homepage did not return 2xx (status 403) to a standard client.Technical readiness4/1005 of 5 essential checks failing.Checks by Is Agentic

No earlier run in the last six months to compare.

Brand awareness

Discovery

Information retrieval

Market ranking

Accuracy

Task completion

11.1

Delegated access

Contact & communication

Performance

Site checks, then AI agents on real tasks.

Methodology

Automated checks probe the site before any agent runs. They count for 40% of each category. Strongest is Task completion at 33.0, weakest is Contact & communication at 0.0.

Site checks by category

Brand awareness: 12.0
Discovery: 30.0
Information retrieval: 32.0
Market ranking: 0.0
Accuracy: 10.0
Task completion: 33.0
Delegated access: 19.0
Contact & communication: 0.0

01 Site checks

Agent readiness checks

Essential: 0/80
Recommended: 3.1/20
Checks passing: 1/20

Content without JavaScriptEssential
Not blocked by bot detectionEssential
OpenAPI spec publishedEssential
JSON error responsesEssential
Markdown content negotiation (acceptmarkdown.com)Essential

02 Agent sessions

Brand awareness

Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
4m 9s
94median 93
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
3m 14s
43median 93
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
7m 48s
98median 93
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
12m 53s
43median 93

Discovery

Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
2m 18s
0median 90
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
2m 55s
0median 90
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
5m 16s
86median 90
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
10m 10s
88median 90

Information retrieval

Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
4m 9s
85median 78
Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
3m 15s
26median 78
Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
7m 48s
82median 78

Market ranking

Based on your knowledge, name 3 direct competitors to claude.ai in the SaaS space and rank them by market share.
by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
21s
60median 68
Based on your knowledge, name 3 direct competitors to claude.ai in the SaaS space and rank them by market share.
by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
11s
58median 68
Based on your knowledge, name 3 direct competitors to claude.ai in the SaaS space and rank them by market share.
by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
15s
60median 68

Accuracy

Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
4m 7s
98median 64
Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
3m 15s
36median 64
Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
7m 48s
99median 64

Task completion

Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
2m 20s
26median 87
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
2m 55s
0median 87
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
5m 16s
58median 87
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
10m 12s
98median 87

Delegated access

Find the API reference and identify the supported OAuth scopes or API key permission levels.
Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
1m 23s
96median 90
Find the API reference and identify the supported OAuth scopes or API key permission levels.
Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
2m 38s
96median 90
Find the API reference and identify the supported OAuth scopes or API key permission levels.
Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
2m 57s
96median 90
Find the API reference and identify the supported OAuth scopes or API key permission levels.
Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
6m 47s
96median 90

Contact & communication

Find how to cancel the subscription and whether there is a pro-rated refund policy.
Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
1m 2s
96median 80
Find how to cancel the subscription and whether there is a pro-rated refund policy.
Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
1m 15s
94median 80
Find how to cancel the subscription and whether there is a pro-rated refund policy.
Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
1m 2s
94median 80
Find how to cancel the subscription and whether there is a pro-rated refund policy.
Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
3m 16s
96median 80

03 Blend

Agents 60%
Checks 40%

One kind of evidence only? That kind counts in full.

Brand awareness10% of the overall
0.4 × 12.0 + 0.6 × 66.3 = 44.6 raw
44.6 raw → 69.5 published
Discovery15% of the overall
0.4 × 30.0 + 0.6 × 24.0 = 26.4 raw
26.4 raw → 54.9 published
Information retrieval15% of the overall
0.4 × 32.0 + 0.6 × 46.7 = 40.8 raw
40.8 raw → 66.8 published
Market ranking10% of the overall
0.4 × 0.0 + 0.6 × 31.3 = 18.8 raw
18.8 raw → 47.1 published
Accuracy15% of the overall
0.4 × 10.0 + 0.6 × 68.0 = 44.8 raw
44.8 raw → 69.7 published
Task completion20% of the overall
0.4 × 33.0 + 0.6 × 11.7 = 20.2 raw
20.2 raw → 48.7 published
Delegated access10% of the overall
0.4 × 19.0 + 0.6 × 92.0 = 62.8 raw
62.8 raw → 81.1 published
Contact & communication5% of the overall
0.4 × 0.0 + 0.6 × 89.3 = 53.6 raw
53.6 raw → 75.5 published

Category	Weight	Checks	Sessions	Blend	Benchmarked
Brand awareness	10%	12.0	66.3	44.6	69.5
Discovery	15%	30.0	24.0	26.4	54.9
Information retrieval	15%	32.0	46.7	40.8	66.8
Market ranking	10%	0.0	31.3	18.8	47.1
Accuracy	15%	10.0	68.0	44.8	69.7
Task completion	20%	33.0	11.7	20.2	48.7
Delegated access	10%	19.0	92.0	62.8	81.1
Contact & communication	5%	0.0	89.3	53.6	75.5
Overall	100%			~36.1	63.2

04 Benchmarked score

36.1 raw → 63.2

Final score is calibrated and adjusted to better reflect the actual performance and benchmark.

Overall 63.2, from 36.1 raw points.

Agents

Each agent’s score over 30 days, and how its latest sessions went.

Claude
Latest run average
79.1
SaaS median
90.4
Sessions
- Brand awareness
  Find the product name, its one-sentence value proposition, and the primary user persona it targets.
  Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
  4m 9s
  94median 93
- Discovery
  Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
  Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
  2m 18s
  0median 90
- Information retrieval
  Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
  Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  4m 9s
  85median 78
- Market ranking
  Based on your knowledge, name 3 direct competitors to claude.ai in the SaaS space and rank them by market share.
  by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  21s
  60median 68
- Accuracy
  Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
  Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
  4m 7s
  98median 64
- Task completion
  Click the primary CTA for any paid plan and reach the signup or upgrade form.
  Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  2m 20s
  26median 87
- Delegated access
  Find the API reference and identify the supported OAuth scopes or API key permission levels.
  Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
  1m 23s
  96median 90
- Contact & communication
  Find how to cancel the subscription and whether there is a pro-rated refund policy.
  Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
  1m 2s
  96median 80
ChatGPT Agent
Latest run average
58.2
SaaS median
90.4
Sessions
- Brand awareness
  Find the product name, its one-sentence value proposition, and the primary user persona it targets.
  Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
  3m 14s
  43median 93
- Discovery
  Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
  Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
  2m 55s
  0median 90
- Information retrieval
  Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
  Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  3m 15s
  26median 78
- Market ranking
  Based on your knowledge, name 3 direct competitors to claude.ai in the SaaS space and rank them by market share.
  by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  11s
  58median 68
- Accuracy
  Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
  Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
  3m 15s
  36median 64
- Task completion
  Click the primary CTA for any paid plan and reach the signup or upgrade form.
  Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  2m 55s
  0median 87
- Delegated access
  Find the API reference and identify the supported OAuth scopes or API key permission levels.
  Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
  2m 38s
  96median 90
- Contact & communication
  Find how to cancel the subscription and whether there is a pro-rated refund policy.
  Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
  1m 15s
  94median 80
Gemini
Latest run average
86.0
SaaS median
90.4
Sessions
- Brand awareness
  Find the product name, its one-sentence value proposition, and the primary user persona it targets.
  Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
  7m 48s
  98median 93
- Discovery
  Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
  Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
  5m 16s
  86median 90
- Information retrieval
  Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
  Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  7m 48s
  82median 78
- Market ranking
  Based on your knowledge, name 3 direct competitors to claude.ai in the SaaS space and rank them by market share.
  by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  15s
  60median 68
- Accuracy
  Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
  Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
  7m 48s
  99median 64
- Task completion
  Click the primary CTA for any paid plan and reach the signup or upgrade form.
  Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  5m 16s
  58median 87
- Delegated access
  Find the API reference and identify the supported OAuth scopes or API key permission levels.
  Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
  2m 57s
  96median 90
- Contact & communication
  Find how to cancel the subscription and whether there is a pro-rated refund policy.
  Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
  1m 2s
  94median 80
Kimi
Latest run average
87.2
SaaS median
83.8
Sessions
- Brand awareness
  Find the product name, its one-sentence value proposition, and the primary user persona it targets.
  Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
  12m 53s
  43median 93
- Discovery
  Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
  Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
  10m 10s
  88median 90
- Task completion
  Click the primary CTA for any paid plan and reach the signup or upgrade form.
  Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  10m 12s
  98median 87
- Delegated access
  Find the API reference and identify the supported OAuth scopes or API key permission levels.
  Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
  6m 47s
  96median 90
- Contact & communication
  Find how to cancel the subscription and whether there is a pro-rated refund policy.
  Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
  3m 16s
  96median 80

Excellent85+
Good72-84
OK58-71
Poor40-57
Critical<40

Latest run 12 Oct 2026 (UTC). Sign in to request a re-run, once a day.

Potential improvements

Fix where agents got stuck, then lift your biggest categories.

HighInformation retrieval

Homepage did not return 2xx (status 403) to a standard client.

Biggest wins

Projected

Lifting Task completion to OK adds about +1.5 on its own, taking the overall from 63.2 to 64.7.

Raise Task completion from 48.7 to 58 (OK) to add about 1.5 to the overall score.
Raise Market ranking from 47.1 to 58 (OK) to add about 0.9 to the overall score.
Raise Information retrieval from 66.8 to 72 (Good) to add about 0.9 to the overall score.

Each gain assumes only that category improves. Fix several and the total lands a little under their sum.

Where agents get stuck

33 improvements from the latest run, 10 of them high severity.

High: 10
Medium: 15
Low: 8

HighInformation retrieval
Homepage did not return 2xx (status 403) to a standard client.
HighInformation retrieval
Homepage ships little text to server-rendered HTML. Agents without a browser see an empty shell.
HighAccuracy
Brand name not present in server-rendered HTML. Non-JS agents may not associate the domain with the product.

30 more, and the evidence for each

Where agents get stuck

HighInformation retrieval

Homepage did not return 2xx (status 403) to a standard client.

HighInformation retrieval

Homepage ships little text to server-rendered HTML. Agents without a browser see an empty shell.

HighAccuracy

Brand name not present in server-rendered HTML. Non-JS agents may not associate the domain with the product.

HighTask completion

Homepage returns a bot-challenge / CAPTCHA. Agents can’t complete a task if they can’t load the site.

HTTP 403 + cf-mitigated: challenge

HighDelegated access

No discoverable MCP server. Agents and AI clients have no way to discover one automatically.

HighDelegated access

No discoverable public API docs. Agents and AI clients have no way to discover them automatically.

HighContact & communication

No contact page linked or reachable. Agents acting on a user’s behalf have nowhere to send a message.

HighTask completion

Claude hits a bot-challenge page on the homepage.

HighTask completion

ChatGPT Agent hits a bot-challenge page on the homepage.

HighTask completion

Gemini hits a bot-challenge page on the homepage.

MediumBrand awareness

No Organization JSON-LD. Agents can’t tell who owns the site at a glance.

MediumBrand awareness

Homepage meta description is missing or too short for agent snippets.

MediumDiscovery

No sitemap.xml. Agents can’t enumerate indexable pages.

MediumInformation retrieval

No JSON-LD structured data. Agents must infer entities from markup.

MediumMarket ranking

No Product/Service schema on the homepage. Agents can’t easily compare offerings.

MediumMarket ranking

Pricing only available if JavaScript is enabled. Agents may report "pricing not disclosed".

MediumAccuracy

No freshness headers. Agents can’t tell when content was updated.

MediumAccuracy

No JSON-LD at all. Every factual claim must be inferred from prose.

MediumTask completion

No visible primary call-to-action in the server-rendered HTML. Agents have nothing concrete to click on behalf of a user.

MediumTask completion

The homepage has no link an agent can follow to start a task (pricing, sign-up, cart, booking). Links rendered only by JavaScript are invisible to agents that read the HTML.

MediumTask completion

No mention of delegated auth primitives (passkey, OAuth, MCP). Agents must drive a full browser session.

MediumDelegated access

No OAuth/OIDC discovery metadata. Agents cannot bootstrap a scoped, revocable session; any delegation falls back to password sharing.

MediumContact & communication

No contact email visible in server-rendered HTML. Agents can’t fall back to email.

MediumDiscovery

ChatGPT Agent is disallowed by robots.txt.

Tokens checked: gptbot, chatgpt-user, oai-searchbot

MediumDiscovery

Gemini is disallowed by robots.txt.

Tokens checked: google-extended, googlebot

LowBrand awareness

Missing Open Graph tags. Link previews degrade in agent chats.

LowBrand awareness

Fewer than two social profiles linked. Agents struggle to triangulate the brand.

LowDiscovery

No canonical URL. Agents may conflate duplicate pages as separate entities.

LowMarket ranking

No review or aggregateRating schema. Agents have no signal for ranking vs peers.

LowAccuracy

No canonical URL. Agents may cite ephemeral query-string variants.

LowAccuracy

No privacy policy linked from the homepage. Agents can’t cite policy when asked.

LowTask completion

No detectable agentic-commerce rail (Stripe SPT, Shopify/UCP, PayPal ACP). Agent-initiated payment needs custom work.

LowContact & communication

No help, support, or FAQ hub linked. Agents can’t self-serve an answer before reaching out.

Want to find these in your own flows before an agent does? Read how to test your product for AI agent users.

Technical readiness

5 of 5 essential checks fail. These are the files and signals agents read before they act.

Checks by Is Agentic

Score

4/ 100

Agents are likely to struggle

Essential: 0 of 5 pass
Recommended: 1 of 15 pass
Bonus: +0.8 from 4 positive signals

Investigate

Content without JavaScriptessential

Investigate

Not blocked by bot detectionessential

Investigate

OpenAPI spec publishedessential

20 checks · scanned 10 Oct 2026

Technical readiness

Protocol baseline by Is Agentic

Score: 4/ 100; Agents are likely to struggle
Essential: 0/ 80; 0 of 5 passing
Recommended: 3.1/ 20; 1 of 15 passing
Bonus: +0.8; 4 positive signals

Investigate

Content without JavaScriptessential

Homepage blocked by WAF/security challenge - content not accessible to agents

Fix: Serve at least 500 characters of meaningful homepage content in raw HTML. Add a clear H1, keep deeper heading levels sequential, and remove excessive non-content markup.

Investigate

Not blocked by bot detectionessential

Bot management challenged GPTBot, ClaudeBot, ChatGPT-User, PerplexityBot, Google-Extended, Applebot-Extended. A challenge is an identity check that verified crawlers pass, so this is not proof agents are blocked - but unverified agents will not get through.

Fix: Verify that major agent User-Agents can reach the homepage. If your WAF or bot rules block them, remove or narrow the blocking rule. Add an allow rule only when your security setup denies them by default.

Investigate

OpenAPI spec publishedessential

No OpenAPI/Swagger specification found

Fix: Publish an OpenAPI (Swagger) specification at /openapi.json or /api/openapi.yaml. This is how agents understand your API surface automatically.

Investigate

JSON error responsesessential

API does not return JSON error responses (or no API detected)

Fix: Return structured JSON error responses with error codes, messages, and resolution hints. Agents can't parse HTML error pages.

Investigate

Markdown content negotiation (acceptmarkdown.com)essential

Homepage https://claude.ai does not meet the Markdown negotiation requirements: Accept: text/markdown returned text/html; charset=utf-8; Vary header missing Accept (got "accept-encoding")

Fix: Enable Markdown negotiation on the scanned homepage. Supporting it only on /docs or a separate .md URL does not satisfy this check. Requests with Accept: text/markdown must receive a nonempty Markdown body with Content-Type: text/markdown and Vary: Accept. Keep serving HTML for Accept: text/html. Adding Vary alone does not create a Markdown response. Verify both with `curl -sS -L -i -H 'Accept: text/markdown' https://yourdomain.com/` and `curl -sS -L -i -H 'Accept: text/html' https://yourdomain.com/`. Check the final response headers and body: Markdown with Vary: Accept for the first request, HTML for the second.

Investigate

Developer resource discoverabilityrecommended

Agent searched for "claude" developer resources but found nothing relevant

Fix: Check whether your developer resources (API docs, OpenAPI spec, auth docs, developer portal, MCP server, SDK documentation) surface in name-based searches. If they do not, use predictable URLs, link them in llms.txt, and include your product name in page titles and headings. This result reflects one search sample.

Investigate

Developer portalrecommended

No developer portal found

Fix: Create a developer portal at /developers with API keys, documentation, quickstart guides, and a sandbox environment.

Investigate

JSON-LD structured datarecommended

Homepage blocked by WAF - cannot check structured data

Fix: Add JSON-LD structured data to your homepage using the identity type that matches your site - SoftwareApplication for products, Organization or LocalBusiness for companies, Person for personal sites, Article for blogs - with name, description, url, and type-appropriate fields (offers, sameAs, author) so AI can parse your identity programmatically.

Investigate

CLI tool availablerecommended

No CLI tool found

Fix: Publish an official CLI tool on npm, PyPI, or Homebrew. A CLI lets agents and developers script interactions with your product without building API integrations from scratch.

Investigate

Public API/docs linked from homepagerecommended

Homepage blocked by WAF - cannot check for docs links

Fix: Publish API documentation at a discoverable URL (/docs, /api, /developers). Include authentication, endpoints, and example requests.

Investigate

Rate limit response headersrecommended

GraphQL introspection auth-gated and no header convention documented on GraphQL-tagged pages

Fix: Return standard rate-limit headers on your API responses (the RFC RateLimit headers, plus Retry-After on a 429) so agents can self-throttle in real time, and document the conventions alongside your API.

Investigate

API schema complexity analysisrecommended

GraphQL: introspection auth-gated and no schema evidence in docs

Fix: Make your API spec self-describing: a unique operationId and a description on every operation, typed parameters, and response schemas. For GraphQL, a fully typed schema with a documented cost or rate limit reads best.

Investigate

Function calling compatibilityrecommended

No API spec found - function calling requires discoverable endpoints

Fix: Ensure API endpoints have unique operation IDs, typed schemas, and descriptions compatible with LLM function-calling formats.

Investigate

Sitemap existsrecommended

No sitemap found

Fix: Add a valid XML sitemap at /sitemap.xml listing all indexable URLs. Include lastmod dates and keep it under 50MB.

Investigate

Metadata completenessrecommended

Homepage blocked by WAF - cannot check metadata

Fix: Add all four signals to your homepage: <link rel="canonical">, <html lang="...">, <meta property="og:image">, and <meta property="og:type">. Agents use these for entity resolution and attribution.

Investigate

Organization schema completenessrecommended

Homepage blocked by WAF - cannot check Organization schema

Fix: Add Organization JSON-LD that includes both contactPoint (with email/phone and contactType) and address (PostalAddress). This lets AI verify your business legitimacy and answer contact queries.

Investigate

Trust anchor pagesrecommended

No trust anchor pages found with sufficient content (About, Contact, Privacy)

Fix: Publish real /about, /contact, and /privacy pages with at least 500 characters of content each. These are the pages AI agents check to verify your business is legitimate before recommending you.

Partial

Brand name discoverabilityrecommended

claude.ai ranks #6 for "claude" and appears 2 times in the top 10 (searched your brand name alone: we could not read a product term from your site)

Fix: Make sure your own domain ranks in the top results when people search your brand together with your main product (for example "Acme payments API"). If it does not, your brand may be too generic, conflict with a more established term, or not yet indexed. Strengthen it by describing your main product clearly in your homepage title and headings, earning press mentions that link to your domain, and avoiding redirect chains that mask your main domain in search results.

Partial

Agent instruction / when-to-userecommended

Agent instruction file at /agent.txt but no explicit when-to-use guidance

Fix: Tell agents when to reach for you: add a 'when to use this' section to your llms.txt (or a dedicated agent-instructions file) that names your best-fit use cases and how an agent should call you. Be specific about the jobs you are right for - generic marketing copy does not read as guidance.

20 checks · scanned 10 Oct 2026

Opportunity cost · SaaS

Claude could see ~$2,502,400 of new ARR exposed to agent-led journeys each year

Gap to leader: 36.8 pts
Below SaaS avg: 13.5 pts
Modeled new ARR at risk: $2,502,400

Claim Claude to use your own new ARR

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Claude could see ~$2,502,400 of new ARR exposed to agent-led journeys each year

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Ask your agent about claude.ai