Automated checks probe the site before any agent runs. They count for 40% of each category. Strongest is Accuracy at 100.0, weakest is Contact & communication at 60.0.
Site checks by category
Brand awareness
95.0
Discovery
84.0
Information retrieval
95.0
Market ranking
80.0
Accuracy
100.0
Task completion
78.0
Delegated access
71.0
Contact & communication
60.0
01 Site checks
Points by category
Brand awareness
95.0
Discovery
84.0
Information retrieval
95.0
Market ranking
80.0
Accuracy
100.0
Task completion
78.0
Delegated access
71.0
Contact & communication
60.0
Agent readiness checks
Essential
63.7/80
Recommended
17.6/20
Checks passing
24/31
Scoped permissionsEssential
Rate limit response headersRecommended
Agent-friendly 404sEssential
Content without JavaScriptEssential
Developer resource discoverabilityRecommended
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.
1m 20s
90median 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.
4m 50s
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.
7m 27s
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.
17m 30s
86median 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.
8m 55s
21median 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.
14m 22s
90median 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.
43s
94median 89
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.
3m 36s
90median 89
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 22s
95median 89
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.
12m 22s
86median 89
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.
6m 48s
98median 89
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 59s
90median 89
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.
1m 21s
90median 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.
4m 50s
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.
7m 29s
85median 78
Market ranking
Based on your knowledge, name 3 direct competitors to elevenlabs.io 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.
22s
93median 68
Based on your knowledge, name 3 direct competitors to elevenlabs.io 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.
18s
58median 68
Based on your knowledge, name 3 direct competitors to elevenlabs.io 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.
19s
93median 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.
1m 20s
70median 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.
4m 51s
85median 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 29s
85median 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.
43s
96median 86
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.
3m 36s
93median 86
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 23s
94median 86
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.
12m 24s
78median 86
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.
6m 47s
76median 86
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 58s
90median 86
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 43s
94median 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.
4m 28s
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.
7m 51s
97median 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.
4m 17s
0median 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 35s
98median 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 17s
89median 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.
2m 35s
84median 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 51s
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.
2m 20s
0median 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 15s
36median 80
03 Blend
Agents 60%
Checks 40%
One kind of evidence only? That kind counts in full.
Brand awareness10% of the overall
0.4 × 95.0 + 0.6 × 85.3 = 89.2 raw
89.2 raw → 95.0 published
Discovery15% of the overall
0.4 × 84.0 + 0.6 × 86.0 = 85.2 raw
85.2 raw → 93.0 published
Information retrieval15% of the overall
0.4 × 95.0 + 0.6 × 73.3 = 82.0 raw
82.0 raw → 91.5 published
Market ranking10% of the overall
0.4 × 80.0 + 0.6 × 67.3 = 72.4 raw
72.4 raw → 86.5 published
Accuracy15% of the overall
0.4 × 100.0 + 0.6 × 61.7 = 77.0 raw
77.0 raw → 88.9 published
Task completion20% of the overall
0.4 × 78.0 + 0.6 × 88.3 = 84.2 raw
84.2 raw → 92.6 published
Delegated access10% of the overall
0.4 × 71.0 + 0.6 × 90.0 = 82.4 raw
82.4 raw → 91.7 published
Contact & communication5% of the overall
0.4 × 60.0 + 0.6 × 73.0 = 67.8 raw
67.8 raw → 84.0 published
Category
Weight
Checks
Sessions
Blend
Benchmarked
Brand awareness
10%
95.0
85.3
89.2
95.0
Discovery
15%
84.0
86.0
85.2
93.0
Information retrieval
15%
95.0
73.3
82.0
91.5
Market ranking
10%
80.0
67.3
72.4
86.5
Accuracy
15%
100.0
61.7
77.0
88.9
Task completion
20%
78.0
88.3
84.2
92.6
Delegated access
10%
71.0
90.0
82.4
91.7
Contact & communication
5%
60.0
73.0
67.8
84.0
Overall
100%
~81.3
91.1
04 Benchmarked score
81.3 raw → 91.1
Final score is calibrated and adjusted to better reflect the actual performance and benchmark.
Category weights
Brand awareness 10%
Discovery 15%
Information retrieval 15%
Market ranking 10%
Accuracy 15%
Task completion 20%
Delegated access 10%
Contact & communication 5%
Overall 91.1, from 81.3 raw points.
Agents
Each agent’s score over 30 days, and how its latest sessions went.
Claude
Latest run average
89.7
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.
1m 20s
90median 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.
43s
94median 89
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.
1m 21s
90median 78
Market ranking
Based on your knowledge, name 3 direct competitors to elevenlabs.io 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.
22s
93median 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.
1m 20s
70median 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.
43s
96median 86
ChatGPT Agent
Latest run average
87.1
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 50s
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.
3m 36s
90median 89
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 50s
85median 78
Market ranking
Based on your knowledge, name 3 direct competitors to elevenlabs.io 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.
18s
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.
4m 51s
85median 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.
3m 36s
93median 86
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 43s
94median 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 17s
89median 80
Gemini
Latest run average
91.2
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.
7m 27s
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.
5m 22s
95median 89
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 29s
85median 78
Market ranking
Based on your knowledge, name 3 direct competitors to elevenlabs.io 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.
19s
93median 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 29s
85median 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 23s
94median 86
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.
4m 28s
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.
2m 35s
84median 80
Kimi
Latest run average
89.1
SaaS median
83.6
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.
17m 30s
86median 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.
12m 22s
86median 89
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.
12m 24s
78median 86
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.
7m 51s
97median 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 51s
96median 80
Llama
Latest run average
58.7
SaaS median
58.2
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.
8m 55s
21median 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.
6m 48s
98median 89
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.
6m 47s
76median 86
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.
4m 17s
0median 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.
2m 20s
0median 80
Grok
Latest run average
84.7
SaaS median
84.1
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.
14m 22s
90median 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 59s
90median 89
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 58s
90median 86
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 35s
98median 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 15s
36median 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.
03 / 03
Potential improvements
Where agents got stuck, most serious first.
MediumDelegated access
No OAuth/OIDC discovery metadata. Agents cannot bootstrap a scoped, revocable session; any delegation falls back to password sharing.
Where agents get stuck
4 improvements from the latest run.
High
0
Medium
2
Low
2
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.
LowMarket ranking
No review or aggregateRating schema. Agents have no signal for ranking vs peers.
1 more, and the evidence for each
Where agents get stuck
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.
LowMarket ranking
No review or aggregateRating schema. Agents have no signal for ranking vs peers.
No declared OAuth scopes, security schemes, or scoped-permission documentation found
Fix: Declare scoped API permissions where machines can read them: named OAuth scopes in your OpenAPI security schemes, or scopes_supported in RFC 9728 protected-resource metadata. Prose descriptions of roles help humans, but agents need the machine-readable declaration to request least-privilege access.
Investigate
Rate limit response headersrecommended
No REST rate-limit headers found on probed endpoints
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.
Partial
Agent-friendly 404sessential
The nonexistent path https://elevenlabs.io/__ora-404-probe-t2jjuhb7 correctly returns HTTP 404. Partial credit: no Markdown error body was detected.
Fix: Keep the correct HTTP 404 status. The remaining requirement is a Markdown error body when agents request Accept: text/markdown. Include at least 20 characters explaining the error and a link to your docs, sitemap, or llms.txt. Verify with `curl -sS -L -i -H 'Accept: text/markdown' https://yourdomain.com/some-path-that-does-not-exist`. Check both the final 404 status and the Markdown body with Content-Type: text/markdown. Checking the status alone does not verify the missing requirement.
Partial
Content without JavaScriptessential
9294 chars with H1, but 2.4% content ratio is below the 5% target
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.
Partial
Developer resource discoverabilityrecommended
Name search surfaced no pages on elevenlabs.io, although developer resources exist on the site (API docs, OpenAPI spec, developer portal, MCP server) - weak search indexing or transient search noise
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.
Partial
Organization schema completenessrecommended
Organization schema found but missing: contactPoint
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.
Partial
Agent onboarding frictionrecommended
Onboarding signals described but not verified live: free tier available, self-serve key generation, sandbox/test environment
Fix: Offer a free tier or trial, self-serve API key generation, and a sandbox environment. Agents can't fill out 'contact sales' forms.
31 checks · scanned 10 Oct 2026
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