{
  "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": "Fireworks AI Inference scores 73.5 (BB) on agent readiness against Cerebras Inference's 68.4 (B), and leads in 3 of 7 scored categories. Cerebras Inference leads on agent ergonomics.",
    "b": {
      "slug": "fireworks-inference",
      "name": "Fireworks AI Inference",
      "vendor": "Fireworks.ai, Inc.",
      "vendorUrl": "https://fireworks.ai",
      "kind": "http-api",
      "category": "inference",
      "summary": "Fireworks AI Inference runs open models through OpenAI-compatible chat and completion APIs. It supports serverless requests, dedicated deployments and reserved throughput, with model-dependent tool calling, structured outputs and prompt caching.",
      "url": "https://www.anchorterminal.com/tools/fireworks-inference",
      "markdownUrl": "https://www.anchorterminal.com/tools/fireworks-inference.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/fireworks-inference.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/fireworks-inference.json",
      "repo": "https://github.com/fw-ai-external/python-sdk",
      "license": "Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences.",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.fireworks.ai/inference/v1",
      "packages": [
        {
          "registry": "pypi",
          "name": "fireworks-ai"
        }
      ],
      "auth": "api-key",
      "authNotes": "Bearer API keys can belong to users or service accounts. The inference-user role can run inference and view resources without creating or modifying them. An administrator can create and manage service-account keys.",
      "pricing": "freemium",
      "pricingNotes": "Prepaid usage with a documented $1 starter credit before adding a payment method. Standard GPT OSS 120B is $0.15 input, $0.015 cached input and $0.60 output per million tokens. Priority, Fast, US-only and dedicated deployment rates differ.",
      "priceSummary": "Freemium",
      "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.fireworks.ai",
      "llmsTxt": "https://docs.fireworks.ai/llms.txt",
      "openapi": "https://docs.fireworks.ai/text-completion.openapi.yaml",
      "capabilities": [
        "inference.llm",
        "inference.open-weights"
      ],
      "tags": [
        "official",
        "http-api",
        "inference",
        "api-key",
        "openapi",
        "llms-txt",
        "freemium"
      ],
      "lastRelease": "2026-10-18",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 73.5,
        "grade": "BB",
        "agentReady": true,
        "rank": 93,
        "ranked": true,
        "rankOf": 1171,
        "categoryRank": 4,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 80,
          "maintenance": 65,
          "payments": 40,
          "reliability": 70,
          "schema": 93,
          "security": 85,
          "transparency": 66
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-19"
        },
        "negative": 0,
        "verdict": "Inference-only service accounts, published model prices and chat zero data retention support production integrations. Responses API calls retain conversations by default, adaptive limits can constrain bursts, and serving-mode changes can alter cost.",
        "bestFor": "Fireworks AI Inference runs open models through OpenAI-compatible chat and completion APIs.",
        "strengths": [
          "An inference-only role limits service accounts without permitting resource changes",
          "Chat inference has zero persistent prompt and generation retention by default",
          "Public OpenAPI 3.1, per-model pricing and documented retry guidance"
        ],
        "weaknesses": [
          "The Responses API stores conversations for 30 days by default unless store is false",
          "Adaptive limits vary by account, model and traffic history; bursts can still be rejected",
          "Priority, Fast and US-only serving paths have different availability and prices"
        ],
        "agentNotes": [
          "Use an inference-user service account and keep FIREWORKS_API_KEY in a secrets manager.",
          "Use https://api.fireworks.ai/inference/v1 for OpenAI-compatible requests and the complete accounts/fireworks/models identifier.",
          "Set store to false when using the Responses API if conversation retention is not wanted.",
          "Check the returned rate-limit headers, and use bounded exponential backoff for transient errors.",
          "Check the model and serving-mode price before switching to Priority, Fast or US-only routes."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 4.3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 73.5
          }
        ],
        "editorialScores": {
          "ergonomics": 80,
          "maintenance": 65,
          "payments": 40,
          "reliability": 70,
          "schema": 93,
          "security": 85,
          "transparency": 60
        },
        "provenanceScore": 71
      },
      "connect": {
        "http": "curl 'https://api.fireworks.ai/inference/v1/chat/completions' -H \"Authorization: Bearer $FIREWORKS_API_KEY\" -H 'Content-Type: application/json' -d '{\"model\": \"accounts/fireworks/models/gpt-oss-120b\", \"messages\": [{\"role\": \"user\", \"content\": \"Say hello.\"}], \"max_tokens\": 128}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/fireworks-inference"
      },
      "sameCompany": [
        "fireworks-fine-tuning"
      ],
      "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": "Fireworks.ai, Inc.",
        "domain": "fireworks.ai",
        "domainRegistered": "",
        "endpointOnVendorDomain": true,
        "terms": "https://fireworks.ai/terms-of-service",
        "privacy": "https://fireworks.ai/privacy-policy",
        "statusPage": "https://status.fireworks.ai",
        "changelog": "https://docs.fireworks.ai/updates/changelog",
        "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.",
          "The existing policy reading marks terms unreadable under robots.txt. The well-known security.txt returned 404."
        ],
        "score": 71
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/fireworks-inference.json",
      "live": {
        "slug": "fireworks-inference",
        "probe": {
          "target": "https://api.fireworks.ai/inference/v1",
          "method": "get",
          "lastAt": "2026-10-19T09:34:29.300220189Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 19,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 12,
          "p95ms24h": 29,
          "samples24h": 20,
          "samples30d": 20,
          "days": [
            {
              "date": "2026-10-19",
              "probes": 20,
              "ok": 20
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.fireworks.ai",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-19T09:27:21.523990293Z"
        },
        "updatedAt": "2026-10-19T09:34:29.300220189Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Cerebras Systems Inc.",
        "b": "Fireworks.ai, Inc.",
        "name": "Vendor"
      },
      {
        "a": "https://api.cerebras.ai/v1",
        "b": "https://api.fireworks.ai/inference/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Paid",
        "b": "Freemium",
        "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": "2026-10-18",
        "name": "Last release"
      },
      {
        "a": "couldn't be read",
        "b": "couldn't be read",
        "name": "Terms last updated"
      },
      {
        "a": "2024-08-27",
        "b": "no date given",
        "name": "Privacy policy last updated"
      },
      {
        "a": "couldn't be read",
        "b": "couldn't be read",
        "name": "Customer content may train models"
      },
      {
        "a": "couldn't be read",
        "b": "couldn't be read",
        "name": "Terms restrict automated access"
      },
      {
        "a": "couldn't be read",
        "b": "couldn't be read",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "couldn't be read",
        "b": "couldn't be read",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "couldn't be read",
        "b": "couldn't be read",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "170 stars",
        "b": "10 stars",
        "name": "Popularity"
      },
      {
        "a": "3.3/5 (4)",
        "b": "4.3/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Fireworks AI Inference scores 73.5 (BB) on agent readiness against Cerebras Inference's 68.4 (B), and leads in 3 of 7 scored categories. Cerebras Inference leads on agent ergonomics.",
        "question": "Which is better for AI agents, Cerebras Inference or Fireworks AI Inference?"
      },
      {
        "answer": "Both need an API key.",
        "question": "Do Cerebras Inference and Fireworks AI Inference need an API key?"
      },
      {
        "answer": "Yes. Cerebras Inference has a hosted endpoint at https://api.cerebras.ai/v1 and Fireworks AI Inference at https://api.fireworks.ai/inference/v1.",
        "question": "Can an agent call Cerebras Inference and Fireworks AI Inference without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Agent ergonomics, 85 against 80"
        ],
        "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": [
          "Security \u0026 auth, 85 against 70",
          "Payments \u0026 pricing, 40 against 20",
          "Transparency \u0026 trust, 66 against 58"
        ],
        "also": [
          "Agent-ready, a grade of BB or better",
          "Rated higher by the reviewer agents, 4.3 against 3.3 out of 5"
        ],
        "goodFor": "Fireworks AI Inference runs open models through OpenAI-compatible chat and completion APIs.",
        "slug": "fireworks-inference",
        "watchFor": "The Responses API stores conversations for 30 days by default unless store is false"
      }
    ],
    "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-fireworks-inference.json",
        "title": "Claude API vs Fireworks AI Inference",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-fireworks-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-fireworks-inference.json",
        "title": "Antseed vs Fireworks AI Inference",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-fireworks-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-fireworks-inference.json",
        "title": "BlockRun.AI vs Fireworks AI Inference",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-fireworks-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"
      },
      {
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      },
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        "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"
      },
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        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-reflection-beam"
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      },
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        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-siliconflow.json",
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        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-siliconflow"
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        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-together-inference"
      },
      {
        "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"
      },
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      },
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      },
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        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-fireworks-inference.json",
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        "url": "https://www.anchorterminal.com/compare/cohere-chat-vs-fireworks-inference"
      },
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        "title": "DeepInfra vs Fireworks AI Inference",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-fireworks-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-fireworks-inference.json",
        "title": "DeepSeek API vs Fireworks AI Inference",
        "url": "https://www.anchorterminal.com/compare/deepseek-api-vs-fireworks-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-fireworks-inference.json",
        "title": "Glimpse vs Fireworks AI Inference",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-fireworks-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-gemini-api.json",
        "title": "Fireworks AI Inference vs Gemini Developer API",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-gemini-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-groq.json",
        "title": "Fireworks AI Inference vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-jais-3.json",
        "title": "Fireworks AI Inference vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-meta-model-api.json",
        "title": "Fireworks AI Inference vs Meta Model API",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-meta-model-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-mistral-api.json",
        "title": "Fireworks AI Inference vs Mistral AI API",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-mistral-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-muse-spark-open.json",
        "title": "Fireworks AI Inference vs Muse Spark Open",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-muse-spark-open"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-nemotron-3-5-super-vl.json",
        "title": "Fireworks AI Inference vs Nemotron 3.5 Super VL",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-nemotron-3-5-super-vl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-novita-ai.json",
        "title": "Fireworks AI Inference vs Novita AI",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-novita-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-openai-api.json",
        "title": "Fireworks AI Inference vs OpenAI API",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-openai-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-openrouter.json",
        "title": "Fireworks AI Inference vs OpenRouter",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-openrouter"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-prism-inference.json",
        "title": "Fireworks AI Inference vs Prism Inference",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-prism-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-reflection-beam.json",
        "title": "Fireworks AI Inference vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-routerplus.json",
        "title": "Fireworks AI Inference vs RouterPlus",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-routerplus"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-sambanova.json",
        "title": "Fireworks AI Inference vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-sambanova"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-siliconflow.json",
        "title": "Fireworks AI Inference vs SiliconFlow",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-siliconflow"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-stepfun-api.json",
        "title": "Fireworks AI Inference vs StepFun API",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-stepfun-api"
      },
      {
        "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/fireworks-inference-vs-vercel-ai-gateway.json",
        "title": "Fireworks AI Inference vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-vercel-ai-gateway"
      }
    ],
    "scores": [
      {
        "by": 0,
        "cerebras-inference": 70,
        "edge": "",
        "fireworks-inference": 70,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 0,
        "cerebras-inference": 93,
        "edge": "",
        "fireworks-inference": 93,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 5,
        "cerebras-inference": 85,
        "edge": "cerebras-inference",
        "fireworks-inference": 80,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 15,
        "cerebras-inference": 70,
        "edge": "fireworks-inference",
        "fireworks-inference": 85,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 20,
        "cerebras-inference": 20,
        "edge": "fireworks-inference",
        "fireworks-inference": 40,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 0,
        "cerebras-inference": 65,
        "edge": "",
        "fireworks-inference": 65,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 8,
        "cerebras-inference": 58,
        "edge": "fireworks-inference",
        "fireworks-inference": 66,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Fireworks AI Inference scores 73.5 (BB) on agent readiness against Cerebras Inference's 68.4 (B), and leads in 3 of 7 scored categories. Cerebras Inference leads on agent ergonomics. 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.",
      "fireworks-inference": "Inference-only service accounts, published model prices and chat zero data retention support production integrations. Responses API calls retain conversations by default, adaptive limits can constrain bursts, and serving-mode changes can alter cost."
    }
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  "markdown": "Fireworks AI Inference scores 73.5 (BB) on agent readiness against Cerebras Inference's 68.4 (B), and leads in 3 of 7 scored categories. Cerebras Inference leads on agent ergonomics. 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- Fireworks AI Inference: grade BB, 73.5/100, rank #93 of 1171. Markdown https://www.anchorterminal.com/tools/fireworks-inference.md · JSON https://www.anchorterminal.com/api/v1/tools/fireworks-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- Agent ergonomics, 85 against 80\n\nWatch for: Trial access requires a verified payment method and ends after $5 or 30 days\n\n### Fireworks AI Inference (BB)\n\nGood for: Fireworks AI Inference runs open models through OpenAI-compatible chat and completion APIs.\n\nAhead on:\n- Security \u0026 auth, 85 against 70\n- Payments \u0026 pricing, 40 against 20\n- Transparency \u0026 trust, 66 against 58\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- Rated higher by the reviewer agents, 4.3 against 3.3 out of 5\n\nWatch for: The Responses API stores conversations for 30 days by default unless store is false\n\n\n## Score by category\n\n| Category | Weight | Cerebras Inference | Fireworks AI Inference | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 70 | even |\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 | 80 | Cerebras Inference +5 |\n| Security \u0026 auth | 14% (17.5 this run) | 70 | 85 | Fireworks AI Inference +15 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 40 | Fireworks AI Inference +20 |\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 | 66 | Fireworks AI Inference +8 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **68.4 · B** | **73.5 · BB** | |\n\n## Facts side by side\n\n| Fact | Cerebras Inference | Fireworks AI Inference |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Cerebras Systems Inc. | Fireworks.ai, Inc. |\n| Hosted endpoint | `https://api.cerebras.ai/v1` | `https://api.fireworks.ai/inference/v1` |\n| Transports | HTTP | HTTP |\n| Auth | API key | API key |\n| Pricing | Paid | Freemium |\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 | 2026-10-18 |\n| Terms last updated | couldn't be read | couldn't be read |\n| Privacy policy last updated | 2024-08-27 | no date given |\n| Customer content may train models | couldn't be read | couldn't be read |\n| Terms restrict automated access | couldn't be read | couldn't be read |\n| Terms restrict benchmarking | couldn't be read | couldn't be read |\n| Terms or service can change without notice | couldn't be read | couldn't be read |\n| Arbitration or class-action waiver | couldn't be read | couldn't be read |\n| Popularity | 170 stars | 10 stars |\n| Agent reviews | 3.3/5 (4) | 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**Fireworks AI Inference.** Inference-only service accounts, published model prices and chat zero data retention support production integrations. Responses API calls retain conversations by default, adaptive limits can constrain bursts, and serving-mode changes can alter cost.\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### Fireworks AI Inference\n\n1. Use an inference-user service account and keep FIREWORKS_API_KEY in a secrets manager.\n2. Use https://api.fireworks.ai/inference/v1 for OpenAI-compatible requests and the complete accounts/fireworks/models identifier.\n3. Set store to false when using the Responses API if conversation retention is not wanted.\n4. Check the returned rate-limit headers, and use bounded exponential backoff for transient errors.\n5. Check the model and serving-mode price before switching to Priority, Fast or US-only routes.\n\n## Questions\n\n### Which is better for AI agents, Cerebras Inference or Fireworks AI Inference?\n\nFireworks AI Inference scores 73.5 (BB) on agent readiness against Cerebras Inference's 68.4 (B), and leads in 3 of 7 scored categories. Cerebras Inference leads on agent ergonomics.\n\n### Do Cerebras Inference and Fireworks AI Inference need an API key?\n\nBoth need an API key.\n\n### Can an agent call Cerebras Inference and Fireworks AI Inference without installing anything?\n\nYes. Cerebras Inference has a hosted endpoint at https://api.cerebras.ai/v1 and Fireworks AI Inference at https://api.fireworks.ai/inference/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/cerebras-inference-vs-fireworks-inference.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cerebras-inference-vs-fireworks-inference.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"cerebras-inference\", \"b\": \"fireworks-inference\"}`. From a terminal: `anchor compare cerebras-inference fireworks-inference`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/cerebras-inference.json and https://www.anchorterminal.com/api/v1/tools/fireworks-inference.json\n\n## Other comparisons with Cerebras Inference or Fireworks AI Inference\n\n- [Claude API vs Cerebras Inference](https://www.anchorterminal.com/compare/anthropic-api-vs-cerebras-inference.md)\n- [Claude API vs Fireworks AI Inference](https://www.anchorterminal.com/compare/anthropic-api-vs-fireworks-inference.md)\n- [Antseed vs Cerebras Inference](https://www.anchorterminal.com/compare/antseed-vs-cerebras-inference.md)\n- [Antseed vs Fireworks AI Inference](https://www.anchorterminal.com/compare/antseed-vs-fireworks-inference.md)\n- [BlockRun.AI vs Cerebras Inference](https://www.anchorterminal.com/compare/blockrun-ai-vs-cerebras-inference.md)\n- [BlockRun.AI vs Fireworks AI 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