Home / AI Readiness Audits / Together AI (together.ai)
Together AI (together.ai): AI Search Readiness
Sector: AI & ML · Category: AI Inference & GPU Cloud · Cohort Rank: #21 of 40 · Score: 68/100 (Grade B)
Together AI (together.ai) scores 68/100 (Grade B), ranking #21 of 40 unblocked developer platforms audited on UTC (+4.9 pts vs the 63.1/100 cohort mean). From Cloudflare’s edge, https://together.ai/ responded in 418ms TTFB with 254 KB HTML across 13 <script> tags, exposes 3 Schema.org JSON-LD types (Organization, ImageObject, WebSite), and permits 28/29 AI crawlers while blocking 1 (Google-Extended). At the discovery layer, together.ai currently serves /llms.txt (HTTP 200), and returns non-200 on /llms-full.txt (HTTP 404), /pricing.md (HTTP 404), /.well-known/mcp.json (HTTP 404), /.well-known/openapi.json (HTTP 404).
Scope & limits: Technical readiness assessment from Cloudflare edge probes on 2026-11-14 UTC; independent audit not affiliated with Together AI. Technical readiness does not guarantee AI citations or sales.
1. Technical Signal Telemetry & Discovery Status
| Signal / Endpoint | Observed Result | Standard Reference |
|---|---|---|
| Root Edge Response | 418ms TTFB · 254 KB HTML · 13 <script> tags | Cloudflare Edge Node (NRT) |
GET /robots.txt | HTTP 200 · 28/29 AI bots allowed | RFC 9309 crawler access policy |
GET /sitemap.xml | HTTP 200 · Declared: https://docs.together.ai/sitemap.xml | Canonical URL discovery index |
GET /llms.txt | HTTP 200 | Markdown index for ChatGPT Search, Perplexity & Claude |
GET /llms-full.txt | HTTP 404 | Single-file plain-text RAG documentation corpus |
GET /pricing.md | HTTP 404 | Deterministic tier & fee schedule |
GET /.well-known/ai.txt | HTTP 404 | Machine discovery pointer manifest |
GET /ai/summary.json | HTTP 404 | Structured JSON entity & capability profile |
GET /.well-known/mcp.json | HTTP 404 | Model Context Protocol server discovery |
GET /.well-known/agent-card.json | HTTP 404 | Agent-to-Agent (A2A v0.2.5) capability card |
GET /.well-known/openapi.json | HTTP 404 | OpenAPI 3.1 function-calling contract |
Schema.org JSON-LD | 3 detected · Organization, ImageObject, WebSite | Entity disambiguation & structured offers |
2. 29-Crawler /robots.txt Access Breakdown
| Policy Bucket | Count | Measured User-Agents |
|---|---|---|
| Explicitly Allowed | 0/29 | None explicitly named (uses wildcard) |
Allowed via Wildcard (*) |
28/29 | GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, Claude-SearchBot, Claude-User, anthropic-ai, claude-web, PerplexityBot, Perplexity-User, Googlebot, Google-CloudVertexBot, Bingbot, Applebot-Extended, Applebot, DuckAssistBot, cohere-ai, Bytespider, meta-externalagent, Meta-ExternalFetcher, facebookexternalhit, Amazonbot, AI2Bot, AI2Bot-Dolma, xAI-Bot, PetalBot, YouBot, CCBot |
Disallowed (Disallow: /) |
1/29 | Google-Extended |
3. Missing-Artifact Diffs & Remediation
/llms-full.txt(currentlyHTTP 404): Publish consolidated plain-text product & architecture corpus so RAG pipelines bypass 254 KB HTML / 13 script tags./pricing.md(currentlyHTTP 404): Expose deterministic plain-text USD tier table, quotas, and enterprise terms so answer engines cite verified pricing./.well-known/ai.txt(currentlyHTTP 404): Publish machine discovery pointer indexing /llms.txt, /ai/summary.json, and agent tool manifests./.well-known/mcp.json(currentlyHTTP 404): Expose Model Context Protocol discovery card so Claude Code, Cursor, and MCP registries discover official tools./.well-known/agent-card.json(currentlyHTTP 404): Add A2A v0.2.5 Agent Card declaring capability skills, authentication mode, and rate limits./.well-known/openapi.json(currentlyHTTP 404): Serve OpenAPI 3.1 JSON contract for deterministic function-calling and WebMCP execution./ai/summary.json(currentlyHTTP 404): Serve structured JSON entity profile, product category, and canonical support endpoints./robots.txt(1 AI crawlers disallowed): Review whether search/citation bots (OAI-SearchBot,Claude-SearchBot,PerplexityBot) are unintentionally blocked alongside training crawlers.
Inspect starter /llms.txt template for together.ai
# Together AI > 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. ## Core Machine Discovery (https://together.ai) - [Full AI Knowledge Corpus](https://together.ai/llms-full.txt): Single-file technical architecture & product reference - [Deterministic Pricing](https://together.ai/pricing.md): Verified tier & enterprise fee schedule - [Direct Answer Blocks](https://together.ai/answers.md): 40-60 word citable BOFU answers - [Entity Summary JSON](https://together.ai/ai/summary.json): Structured JSON profile & WebMCP tools (verified 2026-11-14) - [MCP Discovery Manifest](https://together.ai/.well-known/mcp.json): Agentic discovery endpoints - [A2A Agent Card](https://together.ai/.well-known/agent-card.json): Agent-to-Agent v0.2.5 capability card - [OpenAPI 3.1 Tool Spec](https://together.ai/.well-known/openapi.json): Deterministic agent function-calling contract - [AI Knowledge RSS Feed](https://together.ai/feed.xml): Machine-readable update feed
One-time $49 · 26 files · Base USDC or Monero · no signup
Download free 3-file starter for together.ai (.txt) · EdgeScreen x402 ($0.002)
23 remaining production files
/.well-known/mcp.json, agent-card.json, openapi.json, llms-full.txt, pricing.md, answers.md, ai/*.json
Schema.org JSON-LD bundle, Cloudflare Worker edge headers, comparisons, GitHub Action CI verifier.
4. Embeddable Live Score Badge (Free README / Docs Widget)
Embed Together AI’s verified AI Search Readiness badge in GitHub READMEs, engineering docs, or status pages:
View Markdown & HTML badge code
[](https://asostudio.dev/audits/together-ai/) <a href="https://asostudio.dev/audits/together-ai/"><img src="https://asostudio.dev/badge/together-ai.svg" alt="Together AI AI Search Readiness: 68/100 (B)" width="196" height="22"></a>
5. 1-Click Live Re-Scan & Custom Domain Check
Re-run our 47-check Cloudflare edge probe against together.ai right now, or test your own domain:
6. Self-Serve 26-File ASO Pack ($49)
Generate a tailored 26-file /llms-full.txt, /pricing.md, 29-crawler robots.txt, Schema.org @graph, and 14-route Edge Router .zip for together.ai or any domain you operate. Instant browser download via USDC on Base (Chain 8453), or Monero (XMR — verified within 24h) via non-custodial Trocador AnonPay. Inspect free sample .zip · Terms · EdgeScreen x402 ($0.002 USDC).
7. Related Audits & Head-to-Head Comparisons
- Together AI vs Groq (68/100 vs 34/100)
- Replicate vs Together AI (53/100 vs 68/100)
- Hugging Face vs Together AI (56/100 vs 68/100)
- Model Context Protocol (modelcontextprotocol.io) — 79/100 (Grade B+) · Agent Tooling Standard
- Cursor (cursor.com) — 68/100 (Grade B) · AI Code Editor
- ElevenLabs (elevenlabs.io) — 65/100 (Grade B) · Voice & Audio AI API
- Hugging Face (huggingface.co) — 56/100 (Grade C) · Open ML Hub & Inference
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