Together AI

Name: Together AI AI agent readiness scorecard
Item: Together AI
Rating: 86.2
Author: Stunt Double

Build what's next on the AI Native Cloud. Full-stack AI platform for inference, fine-tuning, and GPU clusters — powered by cutting-edge research.

together.ai
AudienceDeveloper
Localeen

Agent score2.1

/100Excellent

Claim this domain

RankRank: Top 14%; #77
SaaS rankSaaS rank: Sector average 74.5; #55
Benchmark runsBenchmark runs: 5 providersAcross 5 providers; 4

Where this site sits

SaaS avg: 74.5 (+11.7)
Market avg: 76.7 (+9.5)

Latest results

Together AI ranks #77 of 550 scored sites, down 60 places since the last run.

Trend-1.9Since 28 Sept 2026, across 3 runs.Best agent87.8 ExcellentGemini on gemini-3.8-flash. Llama trails at 67.5.Agent friction9improvements2 high severity. Most serious: No discoverable MCP server. Agents and AI clients have no way to discover one automatically.Technical readiness70/1005 of 10 essential checks failing.Checks by Is Agentic

This site
SaaS
Market

Table view

Run	This site	SaaS median	Market median
5 Oct 2026	86.2	80.5	79.8
29 Sept 2026	88.3	76.5	76.4
28 Sept 2026	88.1	76.5	76.4

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 Delegated access at 20.0.

Site checks by category

Brand awareness: 90.0
Discovery: 91.0
Information retrieval: 95.0
Market ranking: 45.0
Accuracy: 100.0
Task completion: 71.0
Delegated access: 20.0
Contact & communication: 65.0

01 Site checks

Agent readiness checks

Essential: 52.5/80
Recommended: 14.6/20
Checks passing: 15/28

OpenAPI spec publishedEssential
JSON error responsesEssential
API schema complexity analysisRecommended
Function calling compatibilityRecommended
Agent-friendly 404sEssential

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.
2m 13s
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.
4m 16s
93median 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.
11m 42s
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.
4m 9s
26median 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.
46s
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.
2m 23s
100median 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.
4m 17s
93median 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.
2m 11s
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.
2m 13s
66median 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 16s
73median 78

Market ranking

Based on your knowledge, name 3 direct competitors to together.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.
23s
61median 68
Based on your knowledge, name 3 direct competitors to together.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.
22s
84median 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.
2m 14s
49median 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 16s
73median 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.
46s
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.
2m 24s
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.
4m 17s
90median 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.
2m 12s
66median 86

03 Blend

Agents 60%
Checks 40%

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

Brand awareness10% of the overall
0.4 × 90.0 + 0.6 × 84.3 = 86.6 raw
86.6 raw → 93.7 published
Discovery15% of the overall
0.4 × 91.0 + 0.6 × 98.3 = 95.4 raw
95.4 raw → 97.9 published
Information retrieval15% of the overall
0.4 × 95.0 + 0.6 × 42.7 = 63.6 raw
63.6 raw → 81.6 published
Market ranking10% of the overall
0.4 × 45.0 + 0.6 × 48.7 = 47.2 raw
47.2 raw → 71.3 published
Accuracy15% of the overall
0.4 × 100.0 + 0.6 × 28.3 = 57.0 raw
57.0 raw → 77.7 published
Task completion20% of the overall
0.4 × 71.0 + 0.6 × 93.3 = 84.4 raw
84.4 raw → 92.7 published
Delegated access10% of the overall
0.4 × 20.0 + 0.6 × 92.0 = 63.2 raw
63.2 raw → 81.3 published
Contact & communication5% of the overall
0.4 × 65.0 + 0.6 × 55.0 = 59.0 raw
59.0 raw → 78.9 published

Category	Weight	Checks	Sessions	Blend	Benchmarked
Brand awareness	10%	90.0	84.3	86.6	93.7
Discovery	15%	91.0	98.3	95.4	97.9
Information retrieval	15%	95.0	42.7	63.6	81.6
Market ranking	10%	45.0	48.7	47.2	71.3
Accuracy	15%	100.0	28.3	57.0	77.7
Task completion	20%	71.0	93.3	84.4	92.7
Delegated access	10%	20.0	92.0	63.2	81.3
Contact & communication	5%	65.0	55.0	59.0	78.9
Overall	100%			~72.0	86.2

04 Benchmarked score

72.0 raw → 86.2

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

Overall 86.2, from 72.0 raw points.

Agents

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

Claude
Latest run average
No sessions in the latest run
SaaS median
90.4
Sessions
No Claude sessions in the latest run, so its score comes from earlier runs.
ChatGPT Agent
Latest run average
79.9
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.
  2m 13s
  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.
  46s
  98median 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.
  2m 13s
  66median 78
- Market ranking
  Based on your knowledge, name 3 direct competitors to together.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.
  23s
  61median 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.
  2m 14s
  49median 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.
  46s
  94median 86
Gemini
Latest run average
87.4
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 16s
  93median 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 23s
  100median 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 16s
  73median 78
- Market ranking
  Based on your knowledge, name 3 direct competitors to together.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.
  22s
  84median 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 16s
  73median 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 24s
  96median 86
Kimi
Latest run average
89.9
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.
  11m 42s
  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.
  4m 17s
  93median 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.
  4m 17s
  90median 86
Llama
Latest run average
67.5
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.
  4m 9s
  26median 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 11s
  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.
  2m 12s
  66median 86

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

Latest run 5 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.

HighDelegated access

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

Biggest wins

Projected

Lifting Accuracy to Excellent adds about +1.0 on its own, taking the overall from 86.2 to 87.2.

Raise Accuracy from 77.7 to 85 (Excellent) to add about 1.0 to the overall score.
Raise Information retrieval from 81.6 to 85 (Excellent) to add about 0.5 to the overall score.
Raise Delegated access from 81.3 to 85 (Excellent) to add about 0.4 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

9 improvements from the latest run, 2 of them high severity.

High: 2
Medium: 5
Low: 2

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

6 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

5 of 10 essential checks fail. These are the files and signals agents read before they act.

Checks by Is Agentic

Score

70/ 100

Ready with a few material gaps

Essential: 5 of 10 pass
Recommended: 10 of 18 pass
Bonus: +3.2 from 14 positive signals

Investigate

OpenAPI spec publishedessential

Investigate

JSON error responsesessential

Investigate

API schema complexity analysisrecommended

28 checks · scanned 9 Oct 2026

Technical readiness

Protocol baseline by Is Agentic

Score: 70/ 100; Ready with a few material gaps
Essential: 52.5/ 80; 5 of 10 passing
Recommended: 14.6/ 20; 10 of 18 passing
Bonus: +3.2; 14 positive signals

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

API schema complexity analysisrecommended

No API schema detected

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.

Partial

Agent-friendly 404sessential

The nonexistent path https://together.ai/__ora-404-probe-cvx351mh 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

18308 chars with H1, but 4.7% 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://docs.together.ai, 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

Brand name discoverabilityrecommended

together.ai ranks #6 for "Together AI Cloud"

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

MCP server / manifestrecommended

MCP server listed in registry (Smithery, togethercomputer/mcp-server-tci, verified) but no live MCP protocol handshake - add /.well-known/mcp or ensure the deployment responds to initialize

Fix: Build an MCP (Model Context Protocol) server exposing your API as tools. Use Streamable HTTP transport for full score. This lets Claude, ChatGPT, and other AI agents call your product natively.

Partial

Agent onboarding frictionrecommended

Onboarding signals described but not verified live: free tier available, self-serve key generation, sandbox/test environment, zero-auth access

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

Organization schema completenessrecommended

Organization schema found but missing: contactPoint, address

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

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

Agent instruction / when-to-userecommended

When-to-use guidance found at https://docs.together.ai

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.

28 checks · scanned 9 Oct 2026

Badge

Show visitors your Excellent agent score

Add a live Index badge to your footer, docs or README. The badge updates after every run and links visitors to this scorecard.

Ask your agent about together.ai

Add the Index to Claude, ChatGPT or Cursor as an MCP connector to look up any score, frictions and agent sessions. No account needed.

https://app.stuntdouble.io/api/mcp/index

Setup for your client

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Send AI agents through together.ai on your own tasks.

Try Stunt Double

Together AI

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

Sessions

Sessions

Potential improvements

Biggest wins

Where agents get stuck

Technical readiness

Show visitors your Excellent agent score

Ask your agent about together.ai