ElevenLabs

Name: ElevenLabs AI agent readiness scorecard
Item: ElevenLabs
Rating: 84.3
Author: Stunt Double

Create lifelike speech with our AI voice generator and voice agents platform. Access 5,000+ voices in 70+ languages with secure APIs and SDKs.

elevenlabs.io
AudienceDeveloper
MarketUS
Localeen

Agent score8.8

/100Good

Claim this domain

RankRank: Top 16%; #85
SaaS rankSaaS rank: Sector average 71.3; #52
Benchmark runsBenchmark runs: 3 providersAcross 3 providers; 1

Where this site sits

SaaS avg: 71.3 (+13.0)
Market avg: 72.6 (+11.7)

Latest results

ElevenLabs ranks #85 of 523 scored sites.

Trend84.3 GoodOne run so far. The trend starts after the next one.Best agent90.1 ExcellentKimi on kimi-k2.6. Llama trails at 51.9.Agent friction4improvementsMost serious: No OAuth/OIDC discovery metadata. Agents cannot bootstrap a scoped, revocable session; any delegation falls back to password sharing.Technical readiness90/1003 of 9 essential checks failing.Checks by Is Agentic

First run. The comparison starts after the next one.

This site
SaaS
Market

Table view

Run	This site	SaaS median	Market median
1 Oct 2026	84.3	85.8	83.8

Monthly medians. Dates in UTC.

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 Accuracy at 100.0, weakest is Contact & communication at 60.0.

Site checks by category

Brand awareness: 94.0
Discovery: 87.0
Information retrieval: 94.0
Market ranking: 80.0
Accuracy: 100.0
Task completion: 78.0
Delegated access: 72.0
Contact & communication: 60.0

01 Site checks

Agent readiness checks

Essential: 67.3/80
Recommended: 17.7/20
Checks passing: 23/31

Rate limit response headersRecommended
Agent-friendly 404sEssential
Content without JavaScriptEssential
Scoped permissionsEssential
Organization schema completenessRecommended

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.
17m 18s
82median 95
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.
6m 40s
89median 95
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.
5m 35s
43median 95

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 6s
95median 91
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 37s
66median 91

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.
17m 21s
36median 76

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
96median 66

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.
17m 18s
32median 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 7s
85median 85
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 35s
43median 85

03 Blend

Agents 60%
Checks 40%

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

Brand awareness10% of the overall
0.4 × 94.0 + 0.6 × 65.0 = 76.6 raw
76.6 raw → 88.7 published
Discovery15% of the overall
Site checks only: 87.0 raw
87.0 raw → 93.9 published
Information retrieval15% of the overall
0.4 × 94.0 + 0.6 × 10.0 = 43.6 raw
43.6 raw → 68.8 published
Market ranking10% of the overall
0.4 × 80.0 + 0.6 × 92.0 = 87.2 raw
87.2 raw → 94.0 published
Accuracy15% of the overall
0.4 × 100.0 + 0.6 × 8.0 = 44.8 raw
44.8 raw → 69.7 published
Task completion20% of the overall
Site checks only: 78.0 raw
78.0 raw → 89.4 published
Delegated access10% of the overall
Site checks only: 72.0 raw
72.0 raw → 86.3 published
Contact & communication5% of the overall
Site checks only: 60.0 raw
60.0 raw → 79.5 published

Category	Weight	Checks	Sessions	Blend	Benchmarked
Brand awareness	10%	94.0	65.0	76.6	88.7
Discovery	15%	87.0	None	87.0	93.9
Information retrieval	15%	94.0	10.0	43.6	68.8
Market ranking	10%	80.0	92.0	87.2	94.0
Accuracy	15%	100.0	8.0	44.8	69.7
Task completion	20%	78.0	None	78.0	89.4
Delegated access	10%	72.0	None	72.0	86.3
Contact & communication	5%	60.0	None	60.0	79.5
Overall	100%			~68.5	84.3

04 Benchmarked score

68.5 raw → 84.3

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

Overall 84.3, from 68.5 raw points.

Agents

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

Claude
Latest run average
69.0
SaaS median
90.3
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 18s
  82median 95
- 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.
  17m 21s
  36median 76
- 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
  96median 66
- 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.
  17m 18s
  32median 64
Kimi
Latest run average
90.1
SaaS median
75.8
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.
  6m 40s
  89median 95
- 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 6s
  95median 91
- 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 7s
  85median 85
Llama
Latest run average
51.9
SaaS median
42.7
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.
  5m 35s
  43median 95
- 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 37s
  66median 91
- 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 35s
  43median 85

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

Latest run 1 Oct 2026 (UTC). Sign in to request a re-run from 2 Oct 2026, 11:05 UTC.

Potential improvements

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

MediumDelegated access

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

Biggest wins

Projected

Lifting Information retrieval to Good adds about +0.4 on its own, taking the overall from 84.3 to 84.7.

Raise Information retrieval from 68.8 to 72 (Good) to add about 0.4 to the overall score.
Raise Accuracy from 69.7 to 72 (Good) to add about 0.3 to the overall score.
Raise Contact & communication from 79.5 to 85 (Excellent) to add about 0.3 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

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

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

Technical readiness

3 of 9 essential checks fail. These are the files and signals agents read before they act.

Checks by Is Agentic

Score

90/ 100

Strong technical baseline

Essential: 6 of 9 pass
Recommended: 17 of 22 pass
Bonus: +5 from 33 positive signals

Investigate

Rate limit response headersrecommended

Partial

Agent-friendly 404sessential

Partial

Content without JavaScriptessential

31 checks · scanned 21 Sept 2026

Technical readiness

Protocol baseline by Is Agentic

Score: 90/ 100; Strong technical baseline
Essential: 67.3/ 80; 6 of 9 passing
Recommended: 17.7/ 20; 17 of 22 passing
Bonus: +5; 33 positive signals

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-kjn2yxad 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

9080 chars with H1, but 2.3% 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

Scoped permissionsessential

Scoped permissions described at https://elevenlabs.io, but no machine-readable scope declaration found (OpenAPI oauth2 scopes or RFC 9728 scopes_supported)

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.

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.

Partial

CLI tool availablerecommended

CLI tool mentioned in llms.txt

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.

Partial

MCP server / manifestrecommended

MCP server detected at https://help.elevenlabs.io/mcp; it requires authentication. Presence is verified (5/6), but Ora could not inspect its tools or verify access scopes without credentials.

Fix: Keep authentication enabled. Verify tool listing with an authorized MCP client. This unauthenticated scan cannot establish whether protected tools are missing or unusable.

31 checks · scanned 21 Sept 2026

Opportunity cost · SaaS

ElevenLabs could see ~$1,067,600 of new ARR exposed to agent-led journeys each year

Gap to leader: 15.7 pts
Above SaaS avg: 0.0 pts
Modeled new ARR at risk: $1,067,600

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ElevenLabs

Latest results

By category

Performance

Points by category

Agent readiness checks

Brand awareness

Discovery

Information retrieval

Market ranking

Accuracy

Task completion

Category weights

Agents

Sessions

Sessions

Sessions

Potential improvements

Biggest wins

Where agents get stuck

Technical readiness

ElevenLabs could see ~$1,067,600 of new ARR exposed to agent-led journeys each year

Show visitors your Good agent score