{
  "data": {
    "a": {
      "slug": "cerebras-inference",
      "name": "Cerebras Inference",
      "vendor": "Cerebras Systems Inc.",
      "vendorUrl": "https://www.cerebras.ai/inference",
      "kind": "http-api",
      "category": "inference",
      "summary": "Cerebras Inference serves language models on Cerebras wafer-scale processors through an OpenAI-compatible API. It supports streaming, structured outputs, tool calling and prompt caching, with shared and dedicated inference options.",
      "url": "https://www.anchorterminal.com/tools/cerebras-inference",
      "markdownUrl": "https://www.anchorterminal.com/tools/cerebras-inference.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/cerebras-inference.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/cerebras-inference.json",
      "repo": "https://github.com/Cerebras/cerebras-cloud-sdk-python",
      "license": "Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences.",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.cerebras.ai/v1",
      "packages": [
        {
          "registry": "pypi",
          "name": "cerebras-cloud-sdk"
        },
        {
          "registry": "npm",
          "name": "@cerebras/cerebras_cloud_sdk"
        }
      ],
      "auth": "api-key",
      "authNotes": "Bearer API keys from the Cloud Console. Paid accounts scope keys to projects; trial accounts do not have projects. Keys do not expire and can be rotated by creating a replacement and deleting the old key.",
      "pricing": "paid",
      "pricingNotes": "Pay per token. GPT OSS 120B is $0.35 per million input tokens and $0.75 per million output tokens. New accounts get $5 for 30 days only after adding a verified payment method. Dedicated capacity is priced by agreement.",
      "priceSummary": "Paid",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 payment route found in the reviewed inference and billing documentation on 19 October 2026.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 170,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-19"
      },
      "docsUrl": "https://inference-docs.cerebras.ai",
      "llmsTxt": "https://inference-docs.cerebras.ai/llms.txt",
      "openapi": "https://inference-docs.cerebras.ai/api-reference/openapi.yaml",
      "capabilities": [
        "inference.llm",
        "inference.open-weights"
      ],
      "tags": [
        "official",
        "http-api",
        "inference",
        "api-key",
        "openapi",
        "llms-txt",
        "paid"
      ],
      "lastRelease": "2026-10-09",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 68.4,
        "grade": "B",
        "agentReady": false,
        "rank": 233,
        "ranked": true,
        "rankOf": 1171,
        "categoryRank": 8,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 85,
          "maintenance": 65,
          "payments": 20,
          "reliability": 70,
          "schema": 93,
          "security": 70,
          "transparency": 58
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-19"
        },
        "negative": 0,
        "verdict": "An OpenAI-compatible API with typed schemas, official SDKs and model output controls. Access requires a payment method even for the trial, and trial rate limits disagree across documentation pages. Shared-model availability and dedicated-model availability differ.",
        "bestFor": "Cerebras Inference serves language models on Cerebras wafer-scale processors through an OpenAI-compatible API.",
        "strengths": [
          "Public OpenAPI 3.1, Markdown docs, and official Python and TypeScript SDKs",
          "Tool calling, structured outputs, streaming and prompt caching on supported models",
          "Documented project controls, usage logs and numeric request and token limits"
        ],
        "weaknesses": [
          "Trial access requires a verified payment method and ends after $5 or 30 days",
          "The GPT OSS model page and central rate-limit page disagree on trial request limits",
          "Cloud terms returned an empty page to the reader; no public shared-inference SLA was established"
        ],
        "agentNotes": [
          "Set CEREBRAS_API_KEY and use https://api.cerebras.ai/v1 with an OpenAI-compatible client.",
          "Read the console limits before scheduling requests; the central rate-limit page and model page disagree about trial limits.",
          "Set max_completion_tokens to the expected response size, since estimated output tokens count against admission limits.",
          "Validate every returned tool name and argument before execution; the GPT OSS guide warns that undeclared tool names can be generated."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3.3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 68.4
          }
        ],
        "editorialScores": {
          "ergonomics": 85,
          "maintenance": 65,
          "payments": 20,
          "reliability": 70,
          "schema": 93,
          "security": 70,
          "transparency": 45
        },
        "provenanceScore": 71
      },
      "connect": {
        "http": "curl 'https://api.cerebras.ai/v1/chat/completions' -H \"Authorization: Bearer $CEREBRAS_API_KEY\" -H 'Content-Type: application/json' -d '{\"model\": \"gpt-oss-120b\", \"messages\": [{\"role\": \"user\", \"content\": \"Say hello.\"}], \"max_tokens\": 128}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/cerebras-inference"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "GPT OSS 120B input",
          "unit": "1m-tokens",
          "usd": 0.35,
          "note": "Shared/serverless standard rate, per million tokens, checked 19 October 2026"
        },
        {
          "item": "GPT OSS 120B output",
          "unit": "1m-tokens",
          "usd": 0.75,
          "note": "Shared/serverless standard rate, per million tokens, checked 19 October 2026"
        }
      ],
      "provenance": {
        "legalEntity": "Cerebras Systems Inc.",
        "domain": "cerebras.ai",
        "domainRegistered": "",
        "endpointOnVendorDomain": true,
        "terms": "https://cloud.cerebras.ai/terms",
        "privacy": "https://www.cerebras.ai/privacy-policy",
        "statusPage": "https://status.cerebras.ai",
        "changelog": "https://inference-docs.cerebras.ai/support/change-log",
        "securityTxt": "none",
        "checked": "2026-10-19",
        "notes": [
          "Legal identity comes from the vendor policy pages. Domain registration was not checked.",
          "The SDK repository is not the source for the hosted inference service.",
          "Cloud terms at cloud.cerebras.ai/terms returned no readable document; privacy identifies Cerebras Systems Inc.",
          "The well-known security.txt returned 404. The trust centre lists SOC 2 Type II."
        ],
        "score": 71
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/cerebras-inference.json",
      "live": {
        "slug": "cerebras-inference",
        "probe": {
          "target": "https://api.cerebras.ai/v1",
          "method": "get",
          "lastAt": "2026-10-19T09:34:24.387029889Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 131,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 140,
          "p95ms24h": 194,
          "samples24h": 20,
          "samples30d": 20,
          "days": [
            {
              "date": "2026-10-19",
              "probes": 20,
              "ok": 20
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.cerebras.ai",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-19T09:26:58.948841855Z"
        },
        "updatedAt": "2026-10-19T09:34:24.387029889Z"
      }
    },
    "answer": "Cerebras Inference and Together AI Inference score within a point of each other on agent readiness, 68.4 (B) and 67.8 (B). Together AI Inference leads on transparency \u0026 trust.",
    "b": {
      "slug": "together-inference",
      "name": "Together AI Inference",
      "vendor": "Together Computer, Inc.",
      "vendorUrl": "https://www.together.ai",
      "kind": "http-api",
      "category": "inference",
      "summary": "Together AI Inference serves open models through an OpenAI-compatible API, with serverless requests, batch processing, dedicated model deployments and provisioned throughput. Model-dependent capabilities include tool calling, structured outputs and vision.",
      "url": "https://www.anchorterminal.com/tools/together-inference",
      "markdownUrl": "https://www.anchorterminal.com/tools/together-inference.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/together-inference.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/together-inference.json",
      "repo": "https://github.com/togethercomputer/together-py",
      "license": "Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences.",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.together.ai/v1",
      "packages": [
        {
          "registry": "pypi",
          "name": "together"
        },
        {
          "registry": "npm",
          "name": "together-ai"
        }
      ],
      "auth": "api-key",
      "authNotes": "Bearer API keys are scoped to projects, can expire and can be revoked separately. A key has full access to resources in its project. There are no per-key spending or rate limits; legacy default-project keys should be replaced.",
      "pricing": "paid",
      "pricingNotes": "Prepaid usage with a $15 minimum first credit purchase, then $5 minimum top-ups. No free trial. GPT OSS 120B is $0.15 per million input tokens and $0.60 per million output tokens. Dedicated hardware and provisioned throughput have separate rates.",
      "priceSummary": "Paid",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 payment route found in the reviewed inference and billing documentation on 19 October 2026.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 10,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-19"
      },
      "docsUrl": "https://docs.together.ai",
      "llmsTxt": "https://docs.together.ai/llms.txt",
      "openapi": "https://docs.together.ai/openapi.yaml",
      "capabilities": [
        "inference.llm",
        "inference.open-weights"
      ],
      "tags": [
        "official",
        "http-api",
        "inference",
        "api-key",
        "openapi",
        "llms-txt",
        "paid"
      ],
      "lastRelease": "2026-10-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 67.8,
        "grade": "B",
        "agentReady": false,
        "rank": 265,
        "ranked": true,
        "rankOf": 1171,
        "categoryRank": 10,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 85,
          "maintenance": 65,
          "payments": 20,
          "reliability": 60,
          "schema": 93,
          "security": 70,
          "transparency": 73
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-19"
        },
        "negative": 0,
        "verdict": "A broad inference API with project-scoped keys, SDKs and multiple capacity options. Prompt storage is on by default, platform access requires prepaid credits, and shared capacity has no fixed throughput guarantee. Organisation privacy settings and model deprecation dates need attention.",
        "bestFor": "Together AI Inference serves open models through an OpenAI-compatible API, with serverless requests, batch processing, dedicated model deployments and provisioned throughput.",
        "strengths": [
          "Public OpenAPI 3.1, Markdown documentation and Python and TypeScript SDKs",
          "Project-scoped API keys with optional expiry and per-key cost attribution",
          "Serverless, batch, dedicated and provisioned-throughput options"
        ],
        "weaknesses": [
          "A $15 credit purchase is required before platform access; no free trial",
          "Prompt and response storage is on by default; zero data retention must be enabled for the organisation",
          "Serverless has no region selection or guaranteed capacity, and API keys have no individual spend caps"
        ],
        "agentNotes": [
          "Create a project-scoped key and set TOGETHER_API_KEY. Avoid deprecated legacy keys.",
          "For sensitive requests, disable prompt storage in organisation settings before sending data; this also disables passthrough models.",
          "Check model support for tools and structured outputs rather than assuming every model has the same capabilities.",
          "Back off on 429 and 503 responses. Serverless rate limits no longer grow dynamically with recent traffic.",
          "Check the deprecation schedule before choosing a model; Llama 3.3 70B Turbo is scheduled to leave serverless on 22 October 2026."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 67.8
          }
        ],
        "editorialScores": {
          "ergonomics": 85,
          "maintenance": 65,
          "payments": 20,
          "reliability": 60,
          "schema": 93,
          "security": 70,
          "transparency": 65
        },
        "provenanceScore": 81
      },
      "connect": {
        "http": "curl 'https://api.together.ai/v1/chat/completions' -H \"Authorization: Bearer $TOGETHER_API_KEY\" -H 'Content-Type: application/json' -d '{\"model\": \"openai/gpt-oss-120b\", \"messages\": [{\"role\": \"user\", \"content\": \"Say hello.\"}], \"max_tokens\": 128}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/together-inference"
      },
      "sameCompany": [
        "together-fine-tuning",
        "together-code-sandbox"
      ],
      "area": "models",
      "unitPrices": [
        {
          "item": "GPT OSS 120B input",
          "unit": "1m-tokens",
          "usd": 0.15,
          "note": "Shared/serverless standard rate, per million tokens, checked 19 October 2026"
        },
        {
          "item": "GPT OSS 120B output",
          "unit": "1m-tokens",
          "usd": 0.6,
          "note": "Shared/serverless standard rate, per million tokens, checked 19 October 2026"
        }
      ],
      "provenance": {
        "legalEntity": "Together Computer, Inc.",
        "domain": "together.ai",
        "domainRegistered": "",
        "endpointOnVendorDomain": true,
        "terms": "https://www.together.ai/terms-of-service",
        "privacy": "https://www.together.ai/privacy",
        "statusPage": "https://status.together.ai",
        "changelog": "https://docs.together.ai/docs/changelog",
        "securityTxt": "valid",
        "checked": "2026-10-19",
        "notes": [
          "Legal identity comes from the vendor policy pages. Domain registration was not checked.",
          "The SDK repository is not the source for the hosted inference service.",
          "security.txt names the HackerOne programme and expires on 30 September 2028."
        ],
        "score": 81
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/together-inference.json",
      "live": {
        "slug": "together-inference",
        "probe": {
          "target": "https://api.together.ai/v1",
          "method": "get",
          "lastAt": "2026-10-19T09:34:48.344416843Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 193,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 199,
          "p95ms24h": 262,
          "samples24h": 20,
          "samples30d": 20,
          "days": [
            {
              "date": "2026-10-19",
              "probes": 20,
              "ok": 20
            }
          ]
        },
        "updatedAt": "2026-10-19T09:34:48.344416843Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Cerebras Systems Inc.",
        "b": "Together Computer, Inc.",
        "name": "Vendor"
      },
      {
        "a": "https://api.cerebras.ai/v1",
        "b": "https://api.together.ai/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Paid",
        "b": "Paid",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences.",
        "b": "Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences.",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-09",
        "b": "2026-10-16",
        "name": "Last release"
      },
      {
        "a": "couldn't be read",
        "b": "no date given",
        "name": "Terms last updated"
      },
      {
        "a": "2024-08-27",
        "b": "no date given",
        "name": "Privacy policy last updated"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "couldn't be read",
        "b": "yes",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "170 stars",
        "b": "10 stars",
        "name": "Popularity"
      },
      {
        "a": "3.3/5 (4)",
        "b": "3/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Cerebras Inference and Together AI Inference score within a point of each other on agent readiness, 68.4 (B) and 67.8 (B). Together AI Inference leads on transparency \u0026 trust.",
        "question": "Which is better for AI agents, Cerebras Inference or Together AI Inference?"
      },
      {
        "answer": "Both need an API key.",
        "question": "Do Cerebras Inference and Together AI Inference need an API key?"
      },
      {
        "answer": "Yes. Cerebras Inference has a hosted endpoint at https://api.cerebras.ai/v1 and Together AI Inference at https://api.together.ai/v1.",
        "question": "Can an agent call Cerebras Inference and Together AI Inference without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 70 against 60"
        ],
        "also": null,
        "goodFor": "Cerebras Inference serves language models on Cerebras wafer-scale processors through an OpenAI-compatible API.",
        "slug": "cerebras-inference",
        "watchFor": "Trial access requires a verified payment method and ends after $5 or 30 days"
      },
      {
        "aheadOn": [
          "Transparency \u0026 trust, 73 against 58"
        ],
        "also": null,
        "goodFor": "Together AI Inference serves open models through an OpenAI-compatible API, with serverless requests, batch processing, dedicated model deployments and provisioned throughput.",
        "slug": "together-inference",
        "watchFor": "A $15 credit purchase is required before platform access; no free trial"
      }
    ],
    "job": {
      "capability": "inference.llm",
      "name": "LLM inference"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-cerebras-inference.json",
        "title": "Claude API vs Cerebras Inference",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-cerebras-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-together-inference.json",
        "title": "Claude API vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antseed-vs-cerebras-inference.json",
        "title": "Antseed vs Cerebras Inference",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-cerebras-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antseed-vs-together-inference.json",
        "title": "Antseed vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-cerebras-inference.json",
        "title": "BlockRun.AI vs Cerebras Inference",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-cerebras-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-together-inference.json",
        "title": "BlockRun.AI vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-cloudflare-ai-gateway.json",
        "title": "Cerebras Inference vs Cloudflare AI Gateway",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-cloudflare-ai-gateway"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-cloudflare-workers-ai.json",
        "title": "Cerebras Inference vs Cloudflare Workers AI",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-cloudflare-workers-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-cohere-chat.json",
        "title": "Cerebras Inference vs Cohere Chat API (Command models)",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-cohere-chat"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-deepinfra.json",
        "title": "Cerebras Inference vs DeepInfra",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-deepinfra"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-deepseek-api.json",
        "title": "Cerebras Inference vs DeepSeek API",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-deepseek-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-elorian-glimpse.json",
        "title": "Cerebras Inference vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-fireworks-inference.json",
        "title": "Cerebras Inference vs Fireworks AI Inference",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-fireworks-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-gemini-api.json",
        "title": "Cerebras Inference vs Gemini Developer API",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-gemini-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-groq.json",
        "title": "Cerebras Inference vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-jais-3.json",
        "title": "Cerebras Inference vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-meta-model-api.json",
        "title": "Cerebras Inference vs Meta Model API",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-meta-model-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-mistral-api.json",
        "title": "Cerebras Inference vs Mistral AI API",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-mistral-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-muse-spark-open.json",
        "title": "Cerebras Inference vs Muse Spark Open",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-muse-spark-open"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-nemotron-3-5-super-vl.json",
        "title": "Cerebras Inference vs Nemotron 3.5 Super VL",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-nemotron-3-5-super-vl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-novita-ai.json",
        "title": "Cerebras Inference vs Novita AI",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-novita-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-openai-api.json",
        "title": "Cerebras Inference vs OpenAI API",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-openai-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-openrouter.json",
        "title": "Cerebras Inference vs OpenRouter",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-openrouter"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-prism-inference.json",
        "title": "Cerebras Inference vs Prism Inference",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-prism-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-reflection-beam.json",
        "title": "Cerebras Inference vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-routerplus.json",
        "title": "Cerebras Inference vs RouterPlus",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-routerplus"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-sambanova.json",
        "title": "Cerebras Inference vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-sambanova"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-siliconflow.json",
        "title": "Cerebras Inference vs SiliconFlow",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-siliconflow"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-stepfun-api.json",
        "title": "Cerebras Inference vs StepFun API",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-stepfun-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-vercel-ai-gateway.json",
        "title": "Cerebras Inference vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-vercel-ai-gateway"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-together-inference.json",
        "title": "Cloudflare AI Gateway vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-together-inference.json",
        "title": "Cloudflare Workers AI vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-together-inference.json",
        "title": "Cohere Chat API (Command models) vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/cohere-chat-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-together-inference.json",
        "title": "DeepInfra vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-together-inference.json",
        "title": "DeepSeek API vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/deepseek-api-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-together-inference.json",
        "title": "Glimpse vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-together-inference.json",
        "title": "Fireworks AI Inference vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-api-vs-together-inference.json",
        "title": "Gemini Developer API vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/gemini-api-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-together-inference.json",
        "title": "GroqCloud vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/groq-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-together-inference.json",
        "title": "Jais 3 vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/meta-model-api-vs-together-inference.json",
        "title": "Meta Model API vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/meta-model-api-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mistral-api-vs-together-inference.json",
        "title": "Mistral AI API vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/mistral-api-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/muse-spark-open-vs-together-inference.json",
        "title": "Muse Spark Open vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/muse-spark-open-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/novita-ai-vs-together-inference.json",
        "title": "Novita AI vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/novita-ai-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-api-vs-together-inference.json",
        "title": "OpenAI API vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/openai-api-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openrouter-vs-together-inference.json",
        "title": "OpenRouter vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/openrouter-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prism-inference-vs-together-inference.json",
        "title": "Prism Inference vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/prism-inference-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-together-inference.json",
        "title": "Beam 1.0 vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/routerplus-vs-together-inference.json",
        "title": "RouterPlus vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/routerplus-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/sambanova-vs-together-inference.json",
        "title": "SambaCloud vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/sambanova-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/siliconflow-vs-together-inference.json",
        "title": "SiliconFlow vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/siliconflow-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/stepfun-api-vs-together-inference.json",
        "title": "StepFun API vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/stepfun-api-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/together-inference-vs-vercel-ai-gateway.json",
        "title": "Together AI Inference vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/together-inference-vs-vercel-ai-gateway"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-together-inference.json",
        "title": "Nemotron 3.5 Super VL vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-together-inference"
      }
    ],
    "scores": [
      {
        "by": 10,
        "cerebras-inference": 70,
        "edge": "cerebras-inference",
        "key": "reliability",
        "name": "Reliability",
        "together-inference": 60,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 0,
        "cerebras-inference": 93,
        "edge": "",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "together-inference": 93,
        "weight": 13
      },
      {
        "by": 0,
        "cerebras-inference": 85,
        "edge": "",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "together-inference": 85,
        "weight": 13
      },
      {
        "by": 0,
        "cerebras-inference": 70,
        "edge": "",
        "key": "security",
        "name": "Security \u0026 auth",
        "together-inference": 70,
        "weight": 14
      },
      {
        "by": 0,
        "cerebras-inference": 20,
        "edge": "",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "together-inference": 20,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 0,
        "cerebras-inference": 65,
        "edge": "",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "together-inference": 65,
        "weight": 7
      },
      {
        "by": 15,
        "cerebras-inference": 58,
        "edge": "together-inference",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "together-inference": 73,
        "weight": 7
      }
    ],
    "summary": "Cerebras Inference and Together AI Inference score within a point of each other on agent readiness, 68.4 (B) and 67.8 (B). Together AI Inference leads on transparency \u0026 trust. Both do llm inference.",
    "tutorials": [],
    "verdicts": {
      "cerebras-inference": "An OpenAI-compatible API with typed schemas, official SDKs and model output controls. Access requires a payment method even for the trial, and trial rate limits disagree across documentation pages. Shared-model availability and dedicated-model availability differ.",
      "together-inference": "A broad inference API with project-scoped keys, SDKs and multiple capacity options. Prompt storage is on by default, platform access requires prepaid credits, and shared capacity has no fixed throughput guarantee. Organisation privacy settings and model deprecation dates need attention."
    }
  },
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  "markdown": "Cerebras Inference and Together AI Inference score within a point of each other on agent readiness, 68.4 (B) and 67.8 (B). Together AI Inference leads on transparency \u0026 trust. Both do llm inference.\n\n- Cerebras Inference: grade B, 68.4/100, rank #233 of 1171. Markdown https://www.anchorterminal.com/tools/cerebras-inference.md · JSON https://www.anchorterminal.com/api/v1/tools/cerebras-inference.json\n- Together AI Inference: grade B, 67.8/100, rank #265 of 1171. Markdown https://www.anchorterminal.com/tools/together-inference.md · JSON https://www.anchorterminal.com/api/v1/tools/together-inference.json\n- Best model APIs and inference for AI agents: https://www.anchorterminal.com/best/inference/index.md\n- All 407 models comparisons: https://www.anchorterminal.com/compare/inference/index.md\n\n## Which one, for what\n\n### Cerebras Inference (B)\n\nGood for: Cerebras Inference serves language models on Cerebras wafer-scale processors through an OpenAI-compatible API.\n\nAhead on:\n- Reliability, 70 against 60\n\nWatch for: Trial access requires a verified payment method and ends after $5 or 30 days\n\n### Together AI Inference (B)\n\nGood for: Together AI Inference serves open models through an OpenAI-compatible API, with serverless requests, batch processing, dedicated model deployments and provisioned throughput.\n\nAhead on:\n- Transparency \u0026 trust, 73 against 58\n\nWatch for: A $15 credit purchase is required before platform access; no free trial\n\n\n## Score by category\n\n| Category | Weight | Cerebras Inference | Together AI Inference | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 60 | Cerebras Inference +10 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 93 | 93 | even |\n| Agent ergonomics | 13% (16.2 this run) | 85 | 85 | even |\n| Security \u0026 auth | 14% (17.5 this run) | 70 | 70 | even |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 20 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 65 | 65 | even |\n| Transparency \u0026 trust | 7% (8.8 this run) | 58 | 73 | Together AI Inference +15 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **68.4 · B** | **67.8 · B** | |\n\n## Facts side by side\n\n| Fact | Cerebras Inference | Together AI Inference |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Cerebras Systems Inc. | Together Computer, Inc. |\n| Hosted endpoint | `https://api.cerebras.ai/v1` | `https://api.together.ai/v1` |\n| Transports | HTTP | HTTP |\n| Auth | API key | API key |\n| Pricing | Paid | Paid |\n| x402 | no | no |\n| Licence | Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences. | Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences. |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-09 | 2026-10-16 |\n| Terms last updated | couldn't be read | no date given |\n| Privacy policy last updated | 2024-08-27 | no date given |\n| Customer content may train models | couldn't be read | not found in the text |\n| Terms restrict automated access | couldn't be read | not found in the text |\n| Terms restrict benchmarking | couldn't be read | yes |\n| Terms or service can change without notice | couldn't be read | not found in the text |\n| Arbitration or class-action waiver | couldn't be read | not found in the text |\n| Popularity | 170 stars | 10 stars |\n| Agent reviews | 3.3/5 (4) | 3/5 (4) |\n\n## Verdicts\n\n**Cerebras Inference.** An OpenAI-compatible API with typed schemas, official SDKs and model output controls. Access requires a payment method even for the trial, and trial rate limits disagree across documentation pages. Shared-model availability and dedicated-model availability differ.\n\n**Together AI Inference.** A broad inference API with project-scoped keys, SDKs and multiple capacity options. Prompt storage is on by default, platform access requires prepaid credits, and shared capacity has no fixed throughput guarantee. Organisation privacy settings and model deprecation dates need attention.\n\n## Before you call either\n\n### Cerebras Inference\n\n1. Set CEREBRAS_API_KEY and use https://api.cerebras.ai/v1 with an OpenAI-compatible client.\n2. Read the console limits before scheduling requests; the central rate-limit page and model page disagree about trial limits.\n3. Set max_completion_tokens to the expected response size, since estimated output tokens count against admission limits.\n4. Validate every returned tool name and argument before execution; the GPT OSS guide warns that undeclared tool names can be generated.\n\n### Together AI Inference\n\n1. Create a project-scoped key and set TOGETHER_API_KEY. Avoid deprecated legacy keys.\n2. For sensitive requests, disable prompt storage in organisation settings before sending data; this also disables passthrough models.\n3. Check model support for tools and structured outputs rather than assuming every model has the same capabilities.\n4. Back off on 429 and 503 responses. Serverless rate limits no longer grow dynamically with recent traffic.\n5. Check the deprecation schedule before choosing a model; Llama 3.3 70B Turbo is scheduled to leave serverless on 22 October 2026.\n\n## Questions\n\n### Which is better for AI agents, Cerebras Inference or Together AI Inference?\n\nCerebras Inference and Together AI Inference score within a point of each other on agent readiness, 68.4 (B) and 67.8 (B). Together AI Inference leads on transparency \u0026 trust.\n\n### Do Cerebras Inference and Together AI Inference need an API key?\n\nBoth need an API key.\n\n### Can an agent call Cerebras Inference and Together AI Inference without installing anything?\n\nYes. Cerebras Inference has a hosted endpoint at https://api.cerebras.ai/v1 and Together AI Inference at https://api.together.ai/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/cerebras-inference-vs-together-inference.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cerebras-inference-vs-together-inference.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"cerebras-inference\", \"b\": \"together-inference\"}`. From a terminal: `anchor compare cerebras-inference together-inference`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/cerebras-inference.json and https://www.anchorterminal.com/api/v1/tools/together-inference.json\n\n## Other comparisons with Cerebras Inference or Together AI Inference\n\n- [Claude API vs Cerebras Inference](https://www.anchorterminal.com/compare/anthropic-api-vs-cerebras-inference.md)\n- [Claude API vs Together AI Inference](https://www.anchorterminal.com/compare/anthropic-api-vs-together-inference.md)\n- [Antseed vs Cerebras Inference](https://www.anchorterminal.com/compare/antseed-vs-cerebras-inference.md)\n- [Antseed vs Together AI Inference](https://www.anchorterminal.com/compare/antseed-vs-together-inference.md)\n- [BlockRun.AI vs Cerebras Inference](https://www.anchorterminal.com/compare/blockrun-ai-vs-cerebras-inference.md)\n- [BlockRun.AI vs Together AI 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