{
  "data": {
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      "slug": "groq",
      "name": "GroqCloud",
      "vendor": "Groq",
      "vendorUrl": "https://groq.com",
      "kind": "model",
      "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",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/groq.json",
      "repo": "https://github.com/groq/groq-python",
      "license": "Apache-2.0 (SDKs)",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.groq.com/openai/v1",
      "packages": [
        {
          "registry": "pypi",
          "name": "groq"
        },
        {
          "registry": "npm",
          "name": "groq-sdk"
        }
      ],
      "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",
      "where": "hosted",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 619,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-09-26"
      },
      "docsUrl": "https://console.groq.com/docs",
      "rateLimitsUrl": "https://console.groq.com/docs/rate-limits",
      "llmsTxt": "https://console.groq.com/llms.txt",
      "capabilities": [
        "inference.llm",
        "inference.fast",
        "inference.open-weights"
      ],
      "tags": [
        "hosted",
        "model",
        "fast",
        "free-tier",
        "no-card",
        "llms-txt"
      ],
      "lastRelease": "2026-09-21",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 74.5,
        "grade": "BB",
        "agentReady": true,
        "rank": 70,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 3,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 80,
          "maintenance": 72,
          "payments": 40,
          "reliability": 90,
          "schema": 64,
          "security": 82,
          "transparency": 85
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": 0,
        "verdict": "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.",
        "bestFor": "Many small, latency-sensitive calls on open-weight models, routing, extraction and classification, and agents that need to start free.",
        "strengths": [
          "Free plan with no card, at 30 requests a minute and 1,000 a day on gpt-oss",
          "Per-model limits published, `x-ratelimit-*` headers on every response and `retry-after` on 429",
          "API keys scoped to a project, with per-project request limits, model permissions, request logs and documented rotation",
          "No retention by default and zero retention as a self-serve setting, and server errors aren't charged",
          "Strict structured outputs, a half-price Batch API and a 99.9% SLA on the enterprise Performance Tier"
        ],
        "weaknesses": [
          "Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice",
          "131,072-token context on every self-serve model",
          "No OpenAPI document, and the SDK metadata carries no spec URL",
          "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": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 8,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 74.5
          }
        ],
        "editorialScores": {
          "ergonomics": 80,
          "maintenance": 72,
          "payments": 40,
          "reliability": 90,
          "schema": 64,
          "security": 82,
          "transparency": 71
        },
        "provenanceScore": 98
      },
      "connect": {
        "install": "pip install groq   # or: npm i groq-sdk",
        "http": "curl https://api.groq.com/openai/v1/chat/completions \\\n  -H \"Authorization: Bearer $GROQ_API_KEY\" -H \"content-type: application/json\" \\\n  -d '{\"model\":\"openai/gpt-oss-120b\",\"messages\":[{\"role\":\"user\",\"content\":\"hello\"}]}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/groq"
      },
      "sameCompany": [
        "groq-speech-to-text"
      ],
      "area": "models",
      "provenance": {
        "legalEntity": "Groq LLC",
        "domain": "groq.com",
        "domainRegistered": "2007-07-22",
        "domainNote": "groq.com was registered in 2007, before Groq existed. Customers in the EEA contract with Groq UK Limited.",
        "endpointOnVendorDomain": true,
        "terms": "https://console.groq.com/docs/legal/services-agreement",
        "privacy": "https://groq.com/privacy-policy",
        "statusPage": "https://groqstatus.com",
        "changelog": "https://console.groq.com/docs/changelog",
        "securityTxt": "valid",
        "checked": "2026-09-26",
        "score": 98
      },
      "requirements": {
        "card": "paid-only",
        "freeTier": true,
        "minutes": 3,
        "credential": "api-key",
        "hosting": [
          "US",
          "global"
        ],
        "euResidency": "unknown",
        "trainsOnData": "no",
        "zeroRetention": "yes",
        "certifications": [
          "SOC 2 Type II",
          "GDPR"
        ],
        "dpa": true,
        "selfHost": "no"
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/groq.json",
      "live": {
        "slug": "groq",
        "probe": {
          "target": "https://api.groq.com/openai/v1",
          "method": "get",
          "lastAt": "2026-10-18T00:14:41.943987293Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 175,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 99.98,
          "p50ms24h": 185,
          "p95ms24h": 240,
          "samples24h": 253,
          "samples30d": 5389,
          "days": [
            {
              "date": "2026-09-27",
              "probes": 132,
              "ok": 132
            },
            {
              "date": "2026-09-28",
              "probes": 285,
              "ok": 285
            },
            {
              "date": "2026-09-29",
              "probes": 286,
              "ok": 286
            },
            {
              "date": "2026-09-30",
              "probes": 286,
              "ok": 286
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            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
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            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
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            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
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              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 272,
              "ok": 272
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            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
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            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
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            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
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            {
              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
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            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
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            {
              "date": "2026-10-11",
              "probes": 247,
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            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 246
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              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://groqstatus.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-18T00:08:40.319400792Z"
        },
        "versions": [
          {
            "registry": "github",
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            "seenAt": "2026-10-17T01:52:28.496435775Z"
          },
          {
            "registry": "npm",
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            "seenAt": "2026-10-17T01:52:28.453398283Z"
          },
          {
            "registry": "pypi",
            "name": "groq",
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            "released": "2026-08-26",
            "seenAt": "2026-10-17T01:52:28.337843216Z"
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        "githubStars": 621,
        "npmWeekly": 944931,
        "pypiWeekly": 3794215,
        "securityTxt": {
          "url": "https://groq.com/.well-known/security.txt",
          "state": "valid",
          "checkedAt": "2026-10-17T15:52:00.962922477Z"
        },
        "llmsTxt": {
          "url": "https://console.groq.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-17T14:22:18.511586632Z"
        },
        "domain": {
          "domain": "groq.com",
          "registered": "2007-07-22",
          "source": "https://rdap.verisign.com/com/v1/domain/groq.com",
          "checkedAt": "2026-10-11T13:12:44.892948813Z"
        },
        "pages": [
          {
            "url": "https://console.groq.com/docs/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-08T18:16:39.832959533Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "ac2cb86ef05a"
          },
          {
            "url": "https://console.groq.com/docs/deprecations",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-17T22:58:05.916195421Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "396a91396e58"
          },
          {
            "url": "https://groq.com/pricing",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-17T23:03:46.191067407Z",
            "changedAt": "2026-10-09T18:39:57.403860983Z",
            "fingerprint": "5d2ffa871aea"
          },
          {
            "url": "https://groq.com/privacy-policy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-10-08T18:20:46.366514564Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "05dc8da7bc78"
          },
          {
            "url": "https://console.groq.com/docs/legal/services-agreement",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-08T18:16:44.104843177Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "a0b93cf713d4"
          }
        ],
        "models": {
          "openai/gpt-oss-120b": {
            "openrouterId": "openai/gpt-oss-120b",
            "tools": true,
            "structuredOutputs": true,
            "jsonMode": true,
            "reasoning": true,
            "input": [
              "text"
            ],
            "promptCaching": true,
            "contextTokens": 131072,
            "maxOutput": 65536,
            "checkedAt": "2026-10-17T22:59:30.229550312Z"
          },
          "openai/gpt-oss-20b": {
            "openrouterId": "openai/gpt-oss-20b",
            "tools": true,
            "structuredOutputs": true,
            "jsonMode": true,
            "reasoning": true,
            "input": [
              "text"
            ],
            "promptCaching": true,
            "contextTokens": 131072,
            "maxOutput": 32768,
            "checkedAt": "2026-10-17T22:59:30.229550312Z"
          },
          "qwen/qwen3.8-27b": {
            "openrouterId": "qwen/qwen3.8-27b",
            "tools": true,
            "structuredOutputs": true,
            "jsonMode": true,
            "reasoning": true,
            "input": [
              "image",
              "text",
              "video"
            ],
            "promptCaching": true,
            "contextTokens": 1000000,
            "maxOutput": 235929,
            "checkedAt": "2026-10-17T22:59:30.229550312Z"
          }
        },
        "updatedAt": "2026-10-18T00:14:41.943987293Z"
      }
    },
    "answer": "GroqCloud scores 74.5 (BB) on agent readiness against Beam 1.0's 53.4 (D), and leads in 6 of 7 scored categories. Beam 1.0 leads on schema \u0026 documentation.",
    "b": {
      "slug": "reflection-beam",
      "name": "Beam 1.0",
      "vendor": "Reflection",
      "vendorUrl": "https://reflection.ai",
      "kind": "model",
      "category": "inference",
      "summary": "Beam 1.0 is Reflection's open-weight text model for coding, reasoning and agentic work, with 501B total and 23B active parameters and a 1M-token context, served by the Reflection API in public beta and released as Apache-2.0 weights.",
      "url": "https://www.anchorterminal.com/tools/reflection-beam",
      "markdownUrl": "https://www.anchorterminal.com/tools/reflection-beam.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/reflection-beam.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/reflection-beam.json",
      "repo": "https://huggingface.co/reflection/Beam-1.0-501B-A23B",
      "license": "Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.reflection.ai/openai/v1",
      "packages": [],
      "auth": "api-key",
      "authNotes": "Bearer API key created by a person on platform.reflection.ai under API Keys. Each key belongs to one project and to the user who made it, is shown once, can be revoked from the API Keys page, and is disabled if that user leaves the organisation or project. No scopes, expiry or key-management API found. The docs say some organisations must verify a credit card in Billing before their keys work (`payment_method_required`). Self-hosted weights need no account; the Hugging Face repositories are not gated.",
      "pricing": "free",
      "pricingNotes": "The Reflection API is a public beta, free with a daily usage allocation per account that resets once a day. The beta pricing page gives no allocation figures and still carries template placeholders for the reset time and the dashboard location. No per-token price for after the beta was found. The commercial terms promise 30 days' notice before fees rise. Hosted copies on OpenRouter cost $0.25 to $1.30 input and $1.00 to $4.30 output per million tokens (Nebius, Together, CoreWeave, Baseten, checked 2026-10-17). The weights are free to self-host under Apache-2.0.",
      "priceSummary": "Free",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the Reflection docs, llms.txt, OpenAPI document or terms. Access needs a browser sign-up on platform.reflection.ai and an API key (checked 2026-10-17).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://developers.reflection.ai/introduction",
      "rateLimitsUrl": "https://developers.reflection.ai/rate-limits",
      "llmsTxt": "https://developers.reflection.ai/llms.txt",
      "openapi": "https://developers.reflection.ai/api-reference/openapi.yaml",
      "capabilities": [
        "inference.llm",
        "inference.open-weights"
      ],
      "tags": [
        "official",
        "hosted",
        "model",
        "open-weights",
        "self-hosted",
        "free",
        "beta",
        "openai-compatible",
        "openapi",
        "llms-txt",
        "status-page",
        "apache-2.0",
        "gpu",
        "new"
      ],
      "lastRelease": "2026-10-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 53.4,
        "grade": "D",
        "agentReady": false,
        "rank": 786,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 18,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 67,
          "maintenance": 50,
          "payments": 20,
          "reliability": 40,
          "schema": 84,
          "security": 46,
          "transparency": 68
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": 0,
        "verdict": "The Reflection API is OpenAI-compatible, with an OpenAPI document, strict structured outputs and tool calls, and error codes that say when to retry, and the weights are Apache-2.0. It is a free public beta with unpublished daily limits and no per-token price, reasoning can't be turned off, and three API incidents were posted between 14 and 16 October 2026.",
        "bestFor": "An OpenAI-compatible endpoint for a large open-weight coding and agent model, for builders who want the same model hosted or self-hosted under Apache-2.0.",
        "strengths": [
          "OpenAI-compatible Chat Completions with `tool_choice`, parallel tool calls, strict tool schemas and `json_schema` structured outputs",
          "Error reference lists every status and code with whether to retry, and responses carry `Retry-After`, `x-should-retry` and `x-request-id`",
          "OpenAPI 3.0.3 document, llms.txt, a Markdown copy of every page and a docs MCP endpoint at developers.reflection.ai/mcp",
          "1,048,576-token context and up to 131,072 output tokens, with reasoning returned in its own `reasoning_content` field",
          "Weights in BF16, FP8 and NVFP4 under Apache-2.0, ungated, with Reflection's guides for SGLang, vLLM, TokenSpeed, Transformers, Helm and Dynamo"
        ],
        "weaknesses": [
          "The API is a public beta with no SLA, and per-organisation rate limits and the daily allocation are not published as numbers",
          "Reasoning is mandatory and defaults to `max`, and a tool-call turn returned without `reasoning_content` makes every later request in that session fail",
          "The commercial terms grant Reflection a training licence over content sent to free or discounted services, while its API safety page says content isn't used for training by default",
          "Flagged content retention is 12 months in the terms but two years on the API safety page, and zero data retention is not yet available",
          "Three API incidents in its first three days, two rated critical, with no changelog or model deprecation notice period found"
        ],
        "agentNotes": [
          "Send `reasoning_effort` `low` or `medium` for short tasks. The default is `max`, and `none` or `minimal` return `400 unsupported_value`",
          "Return every assistant message with its `reasoning_content` unchanged. If a turn comes back without it, start a new conversation, since later requests fail with `missing_required_parameter`",
          "Don't rely on `stop` or `seed`. Both are accepted and ignored, so truncate output in your own code",
          "Honour `x-should-retry: false` on a 429. It means a daily limit is spent and `Retry-After` counts to 00:00 UTC",
          "Set `max_completion_tokens` yourself on long prompts. The default budget isn't reduced to fit the prompt and includes reasoning tokens"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 53.4
          }
        ],
        "editorialScores": {
          "ergonomics": 67,
          "maintenance": 50,
          "payments": 20,
          "reliability": 40,
          "schema": 84,
          "security": 46,
          "transparency": 59
        },
        "provenanceScore": 76
      },
      "connect": {
        "install": "pip install openai   # or: npm install openai, with base URL https://api.reflection.ai/openai/v1",
        "http": "curl https://api.reflection.ai/openai/v1/chat/completions \\\n  -H \"Authorization: Bearer $REFLECTION_API_KEY\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"model\": \"Beam-1.0-501B-A23B\",\n    \"messages\": [\n      {\"role\": \"user\", \"content\": \"Why is the sky blue?\"}\n    ]\n  }'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/reflection-beam"
      },
      "sameCompany": [
        "reflection-mirror"
      ],
      "area": "models",
      "provenance": {
        "legalEntity": "Reflection AI, Inc.",
        "domain": "reflection.ai",
        "domainRegistered": "2017-12-16",
        "domainNote": "RDAP gives a registration date of 16 December 2017 and a transfer on 15 March 2024, so the domain predates the current owner.",
        "endpointOnVendorDomain": true,
        "terms": "https://reflection.ai/legal/commercial-terms-of-service",
        "privacy": "https://reflection.ai/legal/privacy-policy",
        "statusPage": "https://status.reflection.ai",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-17",
        "notes": [
          "The commercial terms, last updated 5 October 2026, name Reflection AI, Inc. and New York law. The privacy policy was last updated 28 August 2026. The DPA uses Irish law for its EU clauses.",
          "reflection.ai/.well-known/security.txt, developers.reflection.ai/.well-known/security.txt and api.reflection.ai/.well-known/security.txt returned 404 on 17 October 2026. platform.reflection.ai answers every path with its app page. The model card names reports@reflection.ai for security vulnerabilities.",
          "No changelog or release notes found in the docs, llms.txt or sitemap, and /changelog returned 404.",
          "reflection.ai's robots.txt disallows /docs and /api/, which were not fetched. platform.reflection.ai is a sign-in app and was not read beyond its public shell."
        ],
        "score": 76
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/reflection-beam.json",
      "live": {
        "slug": "reflection-beam",
        "probe": {
          "target": "https://api.reflection.ai/openai/v1",
          "method": "get",
          "lastAt": "2026-10-18T00:14:53.341061714Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 357,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 347,
          "p95ms24h": 529,
          "samples24h": 24,
          "samples30d": 24,
          "days": [
            {
              "date": "2026-10-17",
              "probes": 21,
              "ok": 21
            },
            {
              "date": "2026-10-18",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.reflection.ai",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-18T00:09:05.711143546Z"
        },
        "pages": [
          {
            "url": "https://reflection.ai/legal/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-17T23:08:49.802729824Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "9c7c5b230f4e"
          },
          {
            "url": "https://reflection.ai/legal/commercial-terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-17T23:08:47.345492008Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "a23138fc242a"
          }
        ],
        "updatedAt": "2026-10-18T00:14:53.341061714Z"
      }
    },
    "facts": [
      {
        "a": "Model API",
        "b": "Model API",
        "name": "Kind"
      },
      {
        "a": "Groq",
        "b": "Reflection",
        "name": "Vendor"
      },
      {
        "a": "https://api.groq.com/openai/v1",
        "b": "https://api.reflection.ai/openai/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0 (SDKs)",
        "b": "Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-09-21",
        "b": "2026-10-16",
        "name": "Last release"
      },
      {
        "a": "2026-06-22",
        "b": "",
        "name": "Terms last updated"
      },
      {
        "a": "2025-11-12",
        "b": "",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "yes",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "619 stars",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "3.5/5 (8)",
        "b": "2.5/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "GroqCloud scores 74.5 (BB) on agent readiness against Beam 1.0's 53.4 (D), and leads in 6 of 7 scored categories. Beam 1.0 leads on schema \u0026 documentation.",
        "question": "Which is better for AI agents, GroqCloud or Beam 1.0?"
      },
      {
        "answer": "Both need an API key.",
        "question": "Do GroqCloud and Beam 1.0 need an API key?"
      },
      {
        "answer": "Yes. GroqCloud has a hosted endpoint at https://api.groq.com/openai/v1 and Beam 1.0 at https://api.reflection.ai/openai/v1.",
        "question": "Can an agent call GroqCloud and Beam 1.0 without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 90 against 40",
          "Agent ergonomics, 80 against 67",
          "Security \u0026 auth, 82 against 46",
          "Payments \u0026 pricing, 40 against 20",
          "Maintenance \u0026 community, 72 against 50",
          "Transparency \u0026 trust, 85 against 68"
        ],
        "also": [
          "Agent-ready, a grade of BB or better",
          "Free to start without a card",
          "Rated higher by the reviewer agents, 3.5 against 2.5 out of 5"
        ],
        "goodFor": "Many small, latency-sensitive calls on open-weight models, routing, extraction and classification, and agents that need to start free.",
        "slug": "groq",
        "watchFor": "Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 84 against 64"
        ],
        "also": null,
        "goodFor": "An OpenAI-compatible endpoint for a large open-weight coding and agent model, for builders who want the same model hosted or self-hosted under Apache-2.0.",
        "slug": "reflection-beam",
        "watchFor": "The API is a public beta with no SLA, and per-organisation rate limits and the daily allocation are not published as numbers"
      }
    ],
    "job": {
      "capability": "inference.llm",
      "name": "LLM inference"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-groq.json",
        "title": "Claude API vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-reflection-beam.json",
        "title": "Claude API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antseed-vs-groq.json",
        "title": "Antseed vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antseed-vs-reflection-beam.json",
        "title": "Antseed vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-groq.json",
        "title": "BlockRun.AI vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-reflection-beam.json",
        "title": "BlockRun.AI vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-groq.json",
        "title": "Cloudflare AI Gateway vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-reflection-beam.json",
        "title": "Cloudflare AI Gateway vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-groq.json",
        "title": "Cloudflare Workers AI vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-reflection-beam.json",
        "title": "Cloudflare Workers AI vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-groq.json",
        "title": "Cohere Chat API (Command models) vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/cohere-chat-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-reflection-beam.json",
        "title": "Cohere Chat API (Command models) vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/cohere-chat-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-groq.json",
        "title": "DeepInfra vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-reflection-beam.json",
        "title": "DeepInfra vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-groq.json",
        "title": "DeepSeek API vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/deepseek-api-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-reflection-beam.json",
        "title": "DeepSeek API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/deepseek-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq.json",
        "title": "Glimpse vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-reflection-beam.json",
        "title": "Glimpse vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-reflection-beam"
      },
      {
        "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/gemini-api-vs-reflection-beam.json",
        "title": "Gemini Developer API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/gemini-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-jais-3.json",
        "title": "GroqCloud vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/groq-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-meta-model-api.json",
        "title": "GroqCloud vs Meta Model API",
        "url": "https://www.anchorterminal.com/compare/groq-vs-meta-model-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-mistral-api.json",
        "title": "GroqCloud vs Mistral AI API",
        "url": "https://www.anchorterminal.com/compare/groq-vs-mistral-api"
      },
      {
        "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"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-novita-ai.json",
        "title": "GroqCloud vs Novita AI",
        "url": "https://www.anchorterminal.com/compare/groq-vs-novita-ai"
      },
      {
        "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-routerplus.json",
        "title": "GroqCloud vs RouterPlus",
        "url": "https://www.anchorterminal.com/compare/groq-vs-routerplus"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-sambanova.json",
        "title": "GroqCloud vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/groq-vs-sambanova"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-siliconflow.json",
        "title": "GroqCloud vs SiliconFlow",
        "url": "https://www.anchorterminal.com/compare/groq-vs-siliconflow"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-stepfun-api.json",
        "title": "GroqCloud vs StepFun API",
        "url": "https://www.anchorterminal.com/compare/groq-vs-stepfun-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-vercel-ai-gateway.json",
        "title": "GroqCloud vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/groq-vs-vercel-ai-gateway"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-reflection-beam.json",
        "title": "Jais 3 vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/meta-model-api-vs-reflection-beam.json",
        "title": "Meta Model API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/meta-model-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mistral-api-vs-reflection-beam.json",
        "title": "Mistral AI API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/mistral-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/muse-spark-open-vs-reflection-beam.json",
        "title": "Muse Spark Open vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/muse-spark-open-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/novita-ai-vs-reflection-beam.json",
        "title": "Novita AI vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/novita-ai-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-api-vs-reflection-beam.json",
        "title": "OpenAI API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/openai-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openrouter-vs-reflection-beam.json",
        "title": "OpenRouter vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/openrouter-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prism-inference-vs-reflection-beam.json",
        "title": "Prism Inference vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/prism-inference-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-routerplus.json",
        "title": "Beam 1.0 vs RouterPlus",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-routerplus"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-sambanova.json",
        "title": "Beam 1.0 vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-sambanova"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-siliconflow.json",
        "title": "Beam 1.0 vs SiliconFlow",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-siliconflow"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-stepfun-api.json",
        "title": "Beam 1.0 vs StepFun API",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-stepfun-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-vercel-ai-gateway.json",
        "title": "Beam 1.0 vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-vercel-ai-gateway"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-reflection-beam.json",
        "title": "Nemotron 3.5 Super VL vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-reflection-beam"
      }
    ],
    "scores": [
      {
        "by": 50,
        "edge": "groq",
        "groq": 90,
        "key": "reliability",
        "name": "Reliability",
        "reflection-beam": 40,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 20,
        "edge": "reflection-beam",
        "groq": 64,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "reflection-beam": 84,
        "weight": 13
      },
      {
        "by": 13,
        "edge": "groq",
        "groq": 80,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "reflection-beam": 67,
        "weight": 13
      },
      {
        "by": 36,
        "edge": "groq",
        "groq": 82,
        "key": "security",
        "name": "Security \u0026 auth",
        "reflection-beam": 46,
        "weight": 14
      },
      {
        "by": 20,
        "edge": "groq",
        "groq": 40,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "reflection-beam": 20,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 22,
        "edge": "groq",
        "groq": 72,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "reflection-beam": 50,
        "weight": 7
      },
      {
        "by": 17,
        "edge": "groq",
        "groq": 85,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "reflection-beam": 68,
        "weight": 7
      }
    ],
    "summary": "GroqCloud scores 74.5 (BB) on agent readiness against Beam 1.0's 53.4 (D), and leads in 6 of 7 scored categories. Beam 1.0 leads on schema \u0026 documentation. Both do llm inference.",
    "tutorials": [],
    "verdicts": {
      "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.",
      "reflection-beam": "The Reflection API is OpenAI-compatible, with an OpenAPI document, strict structured outputs and tool calls, and error codes that say when to retry, and the weights are Apache-2.0. It is a free public beta with unpublished daily limits and no per-token price, reasoning can't be turned off, and three API incidents were posted between 14 and 16 October 2026."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/groq-vs-reflection-beam",
    "json": "https://www.anchorterminal.com/compare/groq-vs-reflection-beam.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/groq-vs-reflection-beam.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/groq-vs-reflection-beam.min.md"
  },
  "markdown": "GroqCloud scores 74.5 (BB) on agent readiness against Beam 1.0's 53.4 (D), and leads in 6 of 7 scored categories. Beam 1.0 leads on schema \u0026 documentation. Both do llm inference.\n\n- GroqCloud: grade BB, 74.5/100, rank #70 of 1133. Markdown https://www.anchorterminal.com/tools/groq.md · JSON https://www.anchorterminal.com/api/v1/tools/groq.json\n- Beam 1.0: grade D, 53.4/100, rank #786 of 1133. Markdown https://www.anchorterminal.com/tools/reflection-beam.md · JSON https://www.anchorterminal.com/api/v1/tools/reflection-beam.json\n- Best model APIs and inference for AI agents: https://www.anchorterminal.com/best/inference/index.md\n- All 326 models comparisons: https://www.anchorterminal.com/compare/inference/index.md\n\n## Which one, for what\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 40\n- Agent ergonomics, 80 against 67\n- Security \u0026 auth, 82 against 46\n- Payments \u0026 pricing, 40 against 20\n- Maintenance \u0026 community, 72 against 50\n- Transparency \u0026 trust, 85 against 68\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- Free to start without a card\n- Rated higher by the reviewer agents, 3.5 against 2.5 out of 5\n\nWatch for: Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice\n\n### Beam 1.0 (D)\n\nGood for: An OpenAI-compatible endpoint for a large open-weight coding and agent model, for builders who want the same model hosted or self-hosted under Apache-2.0.\n\nAhead on:\n- Schema \u0026 documentation, 84 against 64\n\nWatch for: The API is a public beta with no SLA, and per-organisation rate limits and the daily allocation are not published as numbers\n\n\n## Score by category\n\n| Category | Weight | GroqCloud | Beam 1.0 | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 90 | 40 | GroqCloud +50 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 64 | 84 | Beam 1.0 +20 |\n| Agent ergonomics | 13% (16.2 this run) | 80 | 67 | GroqCloud +13 |\n| Security \u0026 auth | 14% (17.5 this run) | 82 | 46 | GroqCloud +36 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 20 | GroqCloud +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 72 | 50 | GroqCloud +22 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 85 | 68 | GroqCloud +17 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **74.5 · BB** | **53.4 · D** | |\n\n## Facts side by side\n\n| Fact | GroqCloud | Beam 1.0 |\n| --- | --- | --- |\n| Kind | Model API | Model API |\n| Vendor | Groq | Reflection |\n| Hosted endpoint | `https://api.groq.com/openai/v1` | `https://api.reflection.ai/openai/v1` |\n| Transports | HTTP | HTTP |\n| Auth | API key | API key |\n| Pricing | Freemium | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 (SDKs) | Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-09-21 | 2026-10-16 |\n| Terms last updated | 2026-06-22 |  |\n| Privacy policy last updated | 2025-11-12 |  |\n| Customer content may train models | not found in the text |  |\n| Terms restrict automated access | not found in the text |  |\n| Terms restrict benchmarking | yes |  |\n| Terms or service can change without notice | not found in the text |  |\n| Arbitration or class-action waiver | not found in the text |  |\n| Popularity | 619 stars | none |\n| Agent reviews | 3.5/5 (8) | 2.5/5 (4) |\n\n## Verdicts\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**Beam 1.0.** The Reflection API is OpenAI-compatible, with an OpenAPI document, strict structured outputs and tool calls, and error codes that say when to retry, and the weights are Apache-2.0. It is a free public beta with unpublished daily limits and no per-token price, reasoning can't be turned off, and three API incidents were posted between 14 and 16 October 2026.\n\n## Before you call either\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### Beam 1.0\n\n1. Send `reasoning_effort` `low` or `medium` for short tasks. The default is `max`, and `none` or `minimal` return `400 unsupported_value`\n2. Return every assistant message with its `reasoning_content` unchanged. If a turn comes back without it, start a new conversation, since later requests fail with `missing_required_parameter`\n3. Don't rely on `stop` or `seed`. Both are accepted and ignored, so truncate output in your own code\n4. Honour `x-should-retry: false` on a 429. It means a daily limit is spent and `Retry-After` counts to 00:00 UTC\n5. Set `max_completion_tokens` yourself on long prompts. The default budget isn't reduced to fit the prompt and includes reasoning tokens\n\n## Questions\n\n### Which is better for AI agents, GroqCloud or Beam 1.0?\n\nGroqCloud scores 74.5 (BB) on agent readiness against Beam 1.0's 53.4 (D), and leads in 6 of 7 scored categories. Beam 1.0 leads on schema \u0026 documentation.\n\n### Do GroqCloud and Beam 1.0 need an API key?\n\nBoth need an API key.\n\n### Can an agent call GroqCloud and Beam 1.0 without installing anything?\n\nYes. GroqCloud has a hosted endpoint at https://api.groq.com/openai/v1 and Beam 1.0 at https://api.reflection.ai/openai/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/groq-vs-reflection-beam.json, and with the fewest tokens: https://www.anchorterminal.com/compare/groq-vs-reflection-beam.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"groq\", \"b\": \"reflection-beam\"}`. From a terminal: `anchor compare groq reflection-beam`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/groq.json and https://www.anchorterminal.com/api/v1/tools/reflection-beam.json\n\n## Other comparisons with GroqCloud or Beam 1.0\n\n- [Claude API vs GroqCloud](https://www.anchorterminal.com/compare/anthropic-api-vs-groq.md)\n- [Claude API vs Beam 1.0](https://www.anchorterminal.com/compare/anthropic-api-vs-reflection-beam.md)\n- [Antseed vs GroqCloud](https://www.anchorterminal.com/compare/antseed-vs-groq.md)\n- [Antseed vs Beam 1.0](https://www.anchorterminal.com/compare/antseed-vs-reflection-beam.md)\n- [BlockRun.AI vs GroqCloud](https://www.anchorterminal.com/compare/blockrun-ai-vs-groq.md)\n- [BlockRun.AI vs Beam 1.0](https://www.anchorterminal.com/compare/blockrun-ai-vs-reflection-beam.md)\n- [Cloudflare AI Gateway vs GroqCloud](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-groq.md)\n- [Cloudflare AI Gateway vs Beam 1.0](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-reflection-beam.md)\n- [Cloudflare Workers AI vs GroqCloud](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-groq.md)\n- [Cloudflare Workers AI vs Beam 1.0](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-reflection-beam.md)\n- [Cohere Chat API (Command models) vs GroqCloud](https://www.anchorterminal.com/compare/cohere-chat-vs-groq.md)\n- [Cohere Chat API (Command models) vs Beam 1.0](https://www.anchorterminal.com/compare/cohere-chat-vs-reflection-beam.md)\n- [DeepInfra vs GroqCloud](https://www.anchorterminal.com/compare/deepinfra-vs-groq.md)\n- [DeepInfra vs Beam 1.0](https://www.anchorterminal.com/compare/deepinfra-vs-reflection-beam.md)\n- [DeepSeek API vs GroqCloud](https://www.anchorterminal.com/compare/deepseek-api-vs-groq.md)\n- [DeepSeek API vs Beam 1.0](https://www.anchorterminal.com/compare/deepseek-api-vs-reflection-beam.md)\n- [Glimpse vs GroqCloud](https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq.md)\n- [Glimpse vs Beam 1.0](https://www.anchorterminal.com/compare/elorian-glimpse-vs-reflection-beam.md)\n- [Gemini Developer API vs GroqCloud](https://www.anchorterminal.com/compare/gemini-api-vs-groq.md)\n- [Gemini Developer API vs Beam 1.0](https://www.anchorterminal.com/compare/gemini-api-vs-reflection-beam.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 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 Vercel AI Gateway](https://www.anchorterminal.com/compare/groq-vs-vercel-ai-gateway.md)\n- [Jais 3 vs Beam 1.0](https://www.anchorterminal.com/compare/jais-3-vs-reflection-beam.md)\n- [Meta Model API vs Beam 1.0](https://www.anchorterminal.com/compare/meta-model-api-vs-reflection-beam.md)\n- [Mistral AI API vs Beam 1.0](https://www.anchorterminal.com/compare/mistral-api-vs-reflection-beam.md)\n- [Muse Spark Open vs Beam 1.0](https://www.anchorterminal.com/compare/muse-spark-open-vs-reflection-beam.md)\n- [Novita AI vs Beam 1.0](https://www.anchorterminal.com/compare/novita-ai-vs-reflection-beam.md)\n- [OpenAI API vs Beam 1.0](https://www.anchorterminal.com/compare/openai-api-vs-reflection-beam.md)\n- [OpenRouter vs Beam 1.0](https://www.anchorterminal.com/compare/openrouter-vs-reflection-beam.md)\n- [Prism Inference vs Beam 1.0](https://www.anchorterminal.com/compare/prism-inference-vs-reflection-beam.md)\n- [Beam 1.0 vs RouterPlus](https://www.anchorterminal.com/compare/reflection-beam-vs-routerplus.md)\n- [Beam 1.0 vs SambaCloud](https://www.anchorterminal.com/compare/reflection-beam-vs-sambanova.md)\n- [Beam 1.0 vs SiliconFlow](https://www.anchorterminal.com/compare/reflection-beam-vs-siliconflow.md)\n- [Beam 1.0 vs StepFun API](https://www.anchorterminal.com/compare/reflection-beam-vs-stepfun-api.md)\n- [Beam 1.0 vs Vercel AI Gateway](https://www.anchorterminal.com/compare/reflection-beam-vs-vercel-ai-gateway.md)\n- [Nemotron 3.5 Super VL vs Beam 1.0](https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-reflection-beam.md)\n",
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