{
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      "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": [
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            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 73.5
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        "editorialScores": {
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          "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}'"
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        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/fireworks-inference"
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      "sameCompany": [
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        {
          "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"
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      ],
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        "legalEntity": "Fireworks.ai, Inc.",
        "domain": "fireworks.ai",
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        "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",
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        "slug": "fireworks-inference",
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        "vendorStatus": {
          "page": "https://status.fireworks.ai",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-19T09:27:21.523990293Z"
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        "updatedAt": "2026-10-19T09:34:29.300220189Z"
      }
    },
    "answer": "GroqCloud scores 74.5 (BB) on agent readiness against Fireworks AI Inference's 73.5 (BB), and leads in 3 of 7 scored categories. Fireworks AI Inference leads on schema \u0026 documentation.",
    "b": {
      "slug": "groq",
      "name": "GroqCloud",
      "vendor": "Groq",
      "vendorUrl": "https://groq.com",
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      "category": "inference",
      "summary": "OpenAI-compatible inference API serving open-weight models on Groq's processors.",
      "url": "https://www.anchorterminal.com/tools/groq",
      "markdownUrl": "https://www.anchorterminal.com/tools/groq.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/groq.min.md",
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      "transports": [
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          "registry": "npm",
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      ],
      "auth": "api-key",
      "authNotes": "Bearer key from the GroqCloud console.",
      "pricing": "freemium",
      "pricingNotes": "Free with no card at 30 requests a minute and 1,000 a day. The Developer plan is postpaid by card, bank or SEPA. Cached input half price on gpt-oss only, batch half price (https://groq.com/pricing).",
      "priceSummary": "from $0.075 / 1M in",
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      "x402": {
        "level": "no",
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        "negative": 0,
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          "131,072-token context on every self-serve model",
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          "The changelog's newest entry is 18 April 2026; shutdowns since then appear only on the deprecations page",
          "The deprecations page still names qwen/qwen3.6-27b as a Llama 3.3 70B replacement, and that model shut down on 2026-09-14"
        ],
        "agentNotes": [
          "Call `/models` at start-up. Four model ids stopped working between July and September",
          "Read `retry-after` on a 429 and the `x-ratelimit-remaining-tokens` header before the next call",
          "Free plan allows 8,000 tokens a minute on gpt-oss, so keep prompts small or batch them",
          "Don't build on Qwen 3.8 27B. It's a preview and previews can go at short notice",
          "Treat a 498 as Flex capacity and retry later; server errors aren't billed"
        ],
        "metrics": {
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          "measured": false
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        "avgRating": 3.5,
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          "schema": 64,
          "security": 82,
          "transparency": 71
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        "install": "pip install groq   # or: npm i groq-sdk",
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        "updatedAt": "2026-10-19T09:34:30.70073936Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "Model API",
        "name": "Kind"
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      {
        "a": "Fireworks.ai, Inc.",
        "b": "Groq",
        "name": "Vendor"
      },
      {
        "a": "https://api.fireworks.ai/inference/v1",
        "b": "https://api.groq.com/openai/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "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": "Apache-2.0 (SDKs)",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-18",
        "b": "2026-09-21",
        "name": "Last release"
      },
      {
        "a": "couldn't be read",
        "b": "2026-06-22",
        "name": "Terms last updated"
      },
      {
        "a": "no date given",
        "b": "2025-11-12",
        "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": "10 stars",
        "b": "619 stars",
        "name": "Popularity"
      },
      {
        "a": "4.3/5 (4)",
        "b": "3.5/5 (8)",
        "name": "Agent reviews"
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      {
        "answer": "GroqCloud scores 74.5 (BB) on agent readiness against Fireworks AI Inference's 73.5 (BB), and leads in 3 of 7 scored categories. Fireworks AI Inference leads on schema \u0026 documentation.",
        "question": "Which is better for AI agents, Fireworks AI Inference or GroqCloud?"
      },
      {
        "answer": "Both need an API key.",
        "question": "Do Fireworks AI Inference and GroqCloud need an API key?"
      },
      {
        "answer": "Yes. Fireworks AI Inference has a hosted endpoint at https://api.fireworks.ai/inference/v1 and GroqCloud at https://api.groq.com/openai/v1.",
        "question": "Can an agent call Fireworks AI Inference and GroqCloud without installing anything?"
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          "Schema \u0026 documentation, 93 against 64"
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          "Rated higher by the reviewer agents, 4.3 against 3.5 out of 5"
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        "aheadOn": [
          "Reliability, 90 against 70",
          "Maintenance \u0026 community, 72 against 65",
          "Transparency \u0026 trust, 85 against 66"
        ],
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          "Free to start without a card"
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        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-groq.json",
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        "json": "https://www.anchorterminal.com/compare/antseed-vs-fireworks-inference.json",
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        "json": "https://www.anchorterminal.com/compare/antseed-vs-groq.json",
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      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-fireworks-inference.json",
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        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-groq.json",
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      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-fireworks-inference.json",
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      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-groq.json",
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      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-fireworks-inference.json",
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        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-fireworks-inference"
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      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-groq.json",
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        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-groq"
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      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-fireworks-inference.json",
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      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-groq.json",
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      {
        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-fireworks-inference.json",
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        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-fireworks-inference.json",
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        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-groq.json",
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        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-fireworks-inference.json",
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        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-groq.json",
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        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-fireworks-inference.json",
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        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq.json",
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        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-gemini-api.json",
        "title": "Fireworks AI Inference vs Gemini Developer API",
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      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-jais-3.json",
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        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-meta-model-api.json",
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        "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"
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      {
        "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"
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      {
        "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"
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      {
        "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",
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      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-siliconflow.json",
        "title": "Fireworks AI Inference vs SiliconFlow",
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        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-stepfun-api.json",
        "title": "Fireworks AI Inference vs StepFun API",
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      {
        "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"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-api-vs-groq.json",
        "title": "Gemini Developer API vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/gemini-api-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-jais-3.json",
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        "url": "https://www.anchorterminal.com/compare/groq-vs-jais-3"
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      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-meta-model-api.json",
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        "url": "https://www.anchorterminal.com/compare/groq-vs-meta-model-api"
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      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-mistral-api.json",
        "title": "GroqCloud vs Mistral AI API",
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      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-muse-spark-open.json",
        "title": "GroqCloud vs Muse Spark Open",
        "url": "https://www.anchorterminal.com/compare/groq-vs-muse-spark-open"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-nemotron-3-5-super-vl.json",
        "title": "GroqCloud vs Nemotron 3.5 Super VL",
        "url": "https://www.anchorterminal.com/compare/groq-vs-nemotron-3-5-super-vl"
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      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-novita-ai.json",
        "title": "GroqCloud vs Novita AI",
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      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-openai-api.json",
        "title": "GroqCloud vs OpenAI API",
        "url": "https://www.anchorterminal.com/compare/groq-vs-openai-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-openrouter.json",
        "title": "GroqCloud vs OpenRouter",
        "url": "https://www.anchorterminal.com/compare/groq-vs-openrouter"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-prism-inference.json",
        "title": "GroqCloud vs Prism Inference",
        "url": "https://www.anchorterminal.com/compare/groq-vs-prism-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-reflection-beam.json",
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      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-routerplus.json",
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        "json": "https://www.anchorterminal.com/compare/groq-vs-sambanova.json",
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        "json": "https://www.anchorterminal.com/compare/groq-vs-siliconflow.json",
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        "json": "https://www.anchorterminal.com/compare/groq-vs-stepfun-api.json",
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    "scores": [
      {
        "by": 20,
        "edge": "groq",
        "fireworks-inference": 70,
        "groq": 90,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 29,
        "edge": "fireworks-inference",
        "fireworks-inference": 93,
        "groq": 64,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 0,
        "edge": "",
        "fireworks-inference": 80,
        "groq": 80,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 3,
        "edge": "fireworks-inference",
        "fireworks-inference": 85,
        "groq": 82,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "fireworks-inference": 40,
        "groq": 40,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 7,
        "edge": "groq",
        "fireworks-inference": 65,
        "groq": 72,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 19,
        "edge": "groq",
        "fireworks-inference": 66,
        "groq": 85,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "GroqCloud scores 74.5 (BB) on agent readiness against Fireworks AI Inference's 73.5 (BB), and leads in 3 of 7 scored categories. Fireworks AI Inference leads on schema \u0026 documentation. Both do llm inference.",
    "tutorials": [],
    "verdicts": {
      "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.",
      "groq": "Free plan with no card, at 30 requests a minute and 1,000 a day on gpt-oss. Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice."
    }
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  "markdown": "GroqCloud scores 74.5 (BB) on agent readiness against Fireworks AI Inference's 73.5 (BB), and leads in 3 of 7 scored categories. Fireworks AI Inference leads on schema \u0026 documentation. Both do llm inference.\n\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- GroqCloud: grade BB, 74.5/100, rank #70 of 1171. Markdown https://www.anchorterminal.com/tools/groq.md · JSON https://www.anchorterminal.com/api/v1/tools/groq.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### Fireworks AI Inference (BB)\n\nGood for: Fireworks AI Inference runs open models through OpenAI-compatible chat and completion APIs.\n\nAhead on:\n- Schema \u0026 documentation, 93 against 64\n\nAlso in its favour:\n- Rated higher by the reviewer agents, 4.3 against 3.5 out of 5\n\nWatch for: The Responses API stores conversations for 30 days by default unless store is false\n\n### GroqCloud (BB)\n\nGood for: Many small, latency-sensitive calls on open-weight models, routing, extraction and classification, and agents that need to start free.\n\nAhead on:\n- Reliability, 90 against 70\n- Maintenance \u0026 community, 72 against 65\n- Transparency \u0026 trust, 85 against 66\n\nAlso in its favour:\n- Free to start without a card\n\nWatch for: Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice\n\n\n## Score by category\n\n| Category | Weight | Fireworks AI Inference | GroqCloud | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 90 | GroqCloud +20 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 93 | 64 | Fireworks AI Inference +29 |\n| Agent ergonomics | 13% (16.2 this run) | 80 | 80 | even |\n| Security \u0026 auth | 14% (17.5 this run) | 85 | 82 | Fireworks AI Inference +3 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 40 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 65 | 72 | GroqCloud +7 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 66 | 85 | GroqCloud +19 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **73.5 · BB** | **74.5 · BB** | |\n\n## Facts side by side\n\n| Fact | Fireworks AI Inference | GroqCloud |\n| --- | --- | --- |\n| Kind | HTTP API | Model API |\n| Vendor | Fireworks.ai, Inc. | Groq |\n| Hosted endpoint | `https://api.fireworks.ai/inference/v1` | `https://api.groq.com/openai/v1` |\n| Transports | HTTP | HTTP |\n| Auth | API key | API key |\n| Pricing | Freemium | Freemium |\n| x402 | no | no |\n| Licence | Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences. | Apache-2.0 (SDKs) |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-18 | 2026-09-21 |\n| Terms last updated | couldn't be read | 2026-06-22 |\n| Privacy policy last updated | no date given | 2025-11-12 |\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 | 10 stars | 619 stars |\n| Agent reviews | 4.3/5 (4) | 3.5/5 (8) |\n\n## Verdicts\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**GroqCloud.** Free plan with no card, at 30 requests a minute and 1,000 a day on gpt-oss. Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice.\n\n## Before you call either\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### GroqCloud\n\n1. Call `/models` at start-up. Four model ids stopped working between July and September\n2. Read `retry-after` on a 429 and the `x-ratelimit-remaining-tokens` header before the next call\n3. Free plan allows 8,000 tokens a minute on gpt-oss, so keep prompts small or batch them\n4. Don't build on Qwen 3.8 27B. It's a preview and previews can go at short notice\n5. Treat a 498 as Flex capacity and retry later; server errors aren't billed\n\n## Questions\n\n### Which is better for AI agents, Fireworks AI Inference or GroqCloud?\n\nGroqCloud scores 74.5 (BB) on agent readiness against Fireworks AI Inference's 73.5 (BB), and leads in 3 of 7 scored categories. Fireworks AI Inference leads on schema \u0026 documentation.\n\n### Do Fireworks AI Inference and GroqCloud need an API key?\n\nBoth need an API key.\n\n### Can an agent call Fireworks AI Inference and GroqCloud without installing anything?\n\nYes. Fireworks AI Inference has a hosted endpoint at https://api.fireworks.ai/inference/v1 and GroqCloud at https://api.groq.com/openai/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/fireworks-inference-vs-groq.json, and with the fewest tokens: https://www.anchorterminal.com/compare/fireworks-inference-vs-groq.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"fireworks-inference\", \"b\": \"groq\"}`. From a terminal: `anchor compare fireworks-inference groq`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/fireworks-inference.json and https://www.anchorterminal.com/api/v1/tools/groq.json\n\n## Other comparisons with Fireworks AI Inference or GroqCloud\n\n- [Claude API vs Fireworks AI Inference](https://www.anchorterminal.com/compare/anthropic-api-vs-fireworks-inference.md)\n- [Claude API vs GroqCloud](https://www.anchorterminal.com/compare/anthropic-api-vs-groq.md)\n- [Antseed vs Fireworks AI Inference](https://www.anchorterminal.com/compare/antseed-vs-fireworks-inference.md)\n- [Antseed vs GroqCloud](https://www.anchorterminal.com/compare/antseed-vs-groq.md)\n- [BlockRun.AI vs Fireworks AI Inference](https://www.anchorterminal.com/compare/blockrun-ai-vs-fireworks-inference.md)\n- [BlockRun.AI vs GroqCloud](https://www.anchorterminal.com/compare/blockrun-ai-vs-groq.md)\n- [Cerebras Inference vs Fireworks AI Inference](https://www.anchorterminal.com/compare/cerebras-inference-vs-fireworks-inference.md)\n- [Cerebras Inference vs GroqCloud](https://www.anchorterminal.com/compare/cerebras-inference-vs-groq.md)\n- [Cloudflare AI Gateway vs Fireworks AI Inference](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-fireworks-inference.md)\n- [Cloudflare AI Gateway vs GroqCloud](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-groq.md)\n- [Cloudflare Workers AI vs Fireworks AI Inference](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-fireworks-inference.md)\n- [Cloudflare Workers AI vs GroqCloud](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-groq.md)\n- [Cohere Chat API (Command models) vs Fireworks AI Inference](https://www.anchorterminal.com/compare/cohere-chat-vs-fireworks-inference.md)\n- [Cohere Chat API (Command models) vs GroqCloud](https://www.anchorterminal.com/compare/cohere-chat-vs-groq.md)\n- [DeepInfra vs Fireworks AI Inference](https://www.anchorterminal.com/compare/deepinfra-vs-fireworks-inference.md)\n- [DeepInfra vs GroqCloud](https://www.anchorterminal.com/compare/deepinfra-vs-groq.md)\n- [DeepSeek API vs Fireworks AI Inference](https://www.anchorterminal.com/compare/deepseek-api-vs-fireworks-inference.md)\n- [DeepSeek API vs GroqCloud](https://www.anchorterminal.com/compare/deepseek-api-vs-groq.md)\n- [Glimpse vs Fireworks AI Inference](https://www.anchorterminal.com/compare/elorian-glimpse-vs-fireworks-inference.md)\n- [Glimpse vs GroqCloud](https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq.md)\n- [Fireworks AI Inference vs Gemini Developer API](https://www.anchorterminal.com/compare/fireworks-inference-vs-gemini-api.md)\n- [Fireworks AI Inference vs Jais 3](https://www.anchorterminal.com/compare/fireworks-inference-vs-jais-3.md)\n- [Fireworks AI Inference vs Meta Model API](https://www.anchorterminal.com/compare/fireworks-inference-vs-meta-model-api.md)\n- [Fireworks AI Inference vs Mistral AI API](https://www.anchorterminal.com/compare/fireworks-inference-vs-mistral-api.md)\n- [Fireworks AI Inference vs Muse Spark Open](https://www.anchorterminal.com/compare/fireworks-inference-vs-muse-spark-open.md)\n- [Fireworks AI Inference vs Nemotron 3.5 Super VL](https://www.anchorterminal.com/compare/fireworks-inference-vs-nemotron-3-5-super-vl.md)\n- [Fireworks AI Inference vs Novita AI](https://www.anchorterminal.com/compare/fireworks-inference-vs-novita-ai.md)\n- [Fireworks AI Inference vs OpenAI API](https://www.anchorterminal.com/compare/fireworks-inference-vs-openai-api.md)\n- [Fireworks AI Inference vs OpenRouter](https://www.anchorterminal.com/compare/fireworks-inference-vs-openrouter.md)\n- [Fireworks AI Inference vs Prism Inference](https://www.anchorterminal.com/compare/fireworks-inference-vs-prism-inference.md)\n- [Fireworks AI Inference vs Beam 1.0](https://www.anchorterminal.com/compare/fireworks-inference-vs-reflection-beam.md)\n- [Fireworks AI Inference vs RouterPlus](https://www.anchorterminal.com/compare/fireworks-inference-vs-routerplus.md)\n- [Fireworks AI Inference vs SambaCloud](https://www.anchorterminal.com/compare/fireworks-inference-vs-sambanova.md)\n- [Fireworks AI Inference vs SiliconFlow](https://www.anchorterminal.com/compare/fireworks-inference-vs-siliconflow.md)\n- [Fireworks AI Inference vs StepFun API](https://www.anchorterminal.com/compare/fireworks-inference-vs-stepfun-api.md)\n- [Fireworks AI Inference vs Together AI Inference](https://www.anchorterminal.com/compare/fireworks-inference-vs-together-inference.md)\n- [Fireworks AI Inference vs Vercel AI Gateway](https://www.anchorterminal.com/compare/fireworks-inference-vs-vercel-ai-gateway.md)\n- [Gemini Developer API vs GroqCloud](https://www.anchorterminal.com/compare/gemini-api-vs-groq.md)\n- [GroqCloud vs Jais 3](https://www.anchorterminal.com/compare/groq-vs-jais-3.md)\n- [GroqCloud vs Meta Model API](https://www.anchorterminal.com/compare/groq-vs-meta-model-api.md)\n- [GroqCloud vs Mistral AI API](https://www.anchorterminal.com/compare/groq-vs-mistral-api.md)\n- [GroqCloud vs Muse Spark Open](https://www.anchorterminal.com/compare/groq-vs-muse-spark-open.md)\n- [GroqCloud vs Nemotron 3.5 Super VL](https://www.anchorterminal.com/compare/groq-vs-nemotron-3-5-super-vl.md)\n- [GroqCloud vs Novita AI](https://www.anchorterminal.com/compare/groq-vs-novita-ai.md)\n- [GroqCloud vs OpenAI API](https://www.anchorterminal.com/compare/groq-vs-openai-api.md)\n- [GroqCloud vs OpenRouter](https://www.anchorterminal.com/compare/groq-vs-openrouter.md)\n- [GroqCloud vs Prism Inference](https://www.anchorterminal.com/compare/groq-vs-prism-inference.md)\n- [GroqCloud vs Beam 1.0](https://www.anchorterminal.com/compare/groq-vs-reflection-beam.md)\n- [GroqCloud vs RouterPlus](https://www.anchorterminal.com/compare/groq-vs-routerplus.md)\n- [GroqCloud vs SambaCloud](https://www.anchorterminal.com/compare/groq-vs-sambanova.md)\n- [GroqCloud vs SiliconFlow](https://www.anchorterminal.com/compare/groq-vs-siliconflow.md)\n- [GroqCloud vs StepFun API](https://www.anchorterminal.com/compare/groq-vs-stepfun-api.md)\n- [GroqCloud vs Together AI Inference](https://www.anchorterminal.com/compare/groq-vs-together-inference.md)\n- [GroqCloud vs Vercel AI Gateway](https://www.anchorterminal.com/compare/groq-vs-vercel-ai-gateway.md)\n",
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