{
  "data": {
    "a": {
      "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": [
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              "probes": 132,
              "ok": 132
            },
            {
              "date": "2026-09-28",
              "probes": 285,
              "ok": 285
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              "probes": 286,
              "ok": 286
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              "probes": 286,
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              "probes": 276,
              "ok": 276
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              "probes": 248,
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              "probes": 271,
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              "probes": 272,
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              "probes": 272,
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              "probes": 272,
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              "probes": 272,
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              "date": "2026-10-08",
              "probes": 268,
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              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
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              "date": "2026-10-10",
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              "date": "2026-10-11",
              "probes": 247,
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              "probes": 247,
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              "date": "2026-10-13",
              "probes": 248,
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              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
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              "probes": 253,
              "ok": 253
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              "date": "2026-10-16",
              "probes": 252,
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            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
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            {
              "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"
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        "versions": [
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            "name": "groq",
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            "released": "2026-08-26",
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        "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"
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        "pages": [
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            "kind": "changelog",
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            "checkedAt": "2026-10-08T18:16:39.832959533Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "ac2cb86ef05a"
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          {
            "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"
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          {
            "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"
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          {
            "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"
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        ],
        "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 Jais 3's 51.7 (D), and leads in 6 of 7 scored categories. Jais 3 leads on payments \u0026 pricing.",
    "b": {
      "slug": "jais-3",
      "name": "Jais 3",
      "vendor": "Institute of Foundation Models (MBZUAI) and Inception42",
      "vendorUrl": "https://ifm.ai/blog/jais3/",
      "kind": "model",
      "category": "inference",
      "summary": "Jais 3 is an open-weight family of Arabic and English reasoning models from MBZUAI's Institute of Foundation Models and Inception42, from 0.9B to 375B parameters with up to 512K tokens of context, released under Apache-2.0 for self-hosting.",
      "url": "https://www.anchorterminal.com/tools/jais-3",
      "markdownUrl": "https://www.anchorterminal.com/tools/jais-3.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/jais-3.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/jais-3.json",
      "repo": "https://huggingface.co/inception42/Jais-3-375B-A23B",
      "license": "Apache-2.0, declared in the metadata of every model card read. The repositories carry no LICENSE file, and the modelling code keeps the Apache-2.0 header of the Qwen3-MoE code it was generated from",
      "transports": [
        "http"
      ],
      "packages": [],
      "auth": "none",
      "authNotes": "No account or key. The inception42 and IFM repositories on Hugging Face are not gated and download anonymously. A local server has whatever authentication the owner adds, such as vLLM's `--api-key`. The cards' examples call the local server with `api_key=\"EMPTY\"`.",
      "pricing": "free",
      "pricingNotes": "Free to download and run under Apache-2.0, with the owner's GPUs as the cost. No hosted endpoint from IFM or Inception42 was found, OpenRouter lists no Jais model, and Hugging Face shows no inference provider for the main repositories (checked 2026-10-17).",
      "priceSummary": "Free",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402. Jais 3 is a set of weights the owner serves, with no payment route and no hosted API from the makers found (checked 2026-10-17).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://huggingface.co/inception42/Jais-3-375B-A23B",
      "capabilities": [
        "inference.llm",
        "inference.open-weights",
        "inference.local"
      ],
      "tags": [
        "model",
        "open-weights",
        "self-hosted",
        "local",
        "free",
        "no-card",
        "apache-2.0",
        "openai-compatible",
        "gpu",
        "apple-silicon",
        "mlx",
        "new"
      ],
      "lastRelease": "2026-10-15",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 51.7,
        "grade": "D",
        "agentReady": false,
        "rank": 839,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 21,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 65,
          "maintenance": 62,
          "payments": 60,
          "reliability": 48,
          "schema": 54,
          "security": 31,
          "transparency": 50
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": 0,
        "verdict": "Jais 3 runs on the owner's hardware through OpenAI-compatible servers in vLLM and SGLang, with tool calls, three reasoning levels and a 512K context, from a 2.2 GB 0.9B model to a 758 GB 375B one. The weights download without sign-up under Apache-2.0, but every launch command trusts remote code, and no technical report or security contact is published.",
        "bestFor": "An agent or team that needs Arabic and English reasoning and tool use on its own hardware, from a laptop-sized 0.9B to a cluster-sized 375B, under Apache-2.0.",
        "strengths": [
          "Six checkpoints from 0.9B (2.2 GB) to 375B-A23B (758 GB), with FP8, GGUF and MLX builds from IFM",
          "Apache-2.0 on every card read, ungated downloads, and the CPT, Cooldown, SFT and FTPO training checkpoints published as branches",
          "With the `k2_horizon` parsers, reasoning returns in `reasoning_content` and tool calls as `tool_calls`, in JSON, XML or typed XML formats",
          "Launch recipes in the vLLM and SGLang projects' own docs, and K2 Horizon support merged into llama.cpp's master branch",
          "The chat template validates tool schemas and rejects unknown options with named errors, such as an unsupported `reasoning_effort`"
        ],
        "weaknesses": [
          "Every documented vLLM, SGLang, Transformers and MLX command passes `--trust-remote-code`, so the repository's Python runs on the host",
          "The 375B-A23B reference deployment is 16 H100 GPUs across two nodes, or one 8-GPU H200 node",
          "The technical report and code repository are marked 'coming soon', and IFM's own blog and press release sit behind a bot check",
          "No LICENSE file in the repositories, no changelog, no deprecation policy and no security contact or security.txt found",
          "Released on 15 October 2026, with template fixes on 14 and 15 October, and mlx-lm doesn't yet parse its reasoning or tool calls"
        ],
        "agentNotes": [
          "Start vLLM or SGLang with `--reasoning-parser k2_horizon`, and add `--tool-call-parser k2_horizon` (vLLM also `--enable-auto-tool-choice`) for tools, or tool calls come back as raw text",
          "Pass `reasoning_effort` (`high`, `medium` or `low`) and `tool_call_format` inside `chat_template_kwargs`. Other values return a template error",
          "Send each earlier assistant turn back with `reasoning_content` as a string, even an empty one. A missing or null thinking field makes the template raise an error",
          "Send your own system message, or set `default_system_prompt` to an empty string. Without one the template inserts an identity prompt naming IFM, Inception42 and Cerebras",
          "Budget at least 32,768 output tokens at `high` effort, which the cards recommend for every request"
        ],
        "metrics": {
          "kind": "local",
          "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": 51.7
          }
        ],
        "editorialScores": {
          "ergonomics": 65,
          "maintenance": 62,
          "payments": 60,
          "reliability": 48,
          "schema": 54,
          "security": 31,
          "transparency": 51
        },
        "provenanceScore": 49
      },
      "connect": {
        "install": "vllm serve inception42/Jais-3-32B \\\n  --trust-remote-code \\\n  --dtype bfloat16 \\\n  --tensor-parallel-size 2 \\\n  --reasoning-parser k2_horizon \\\n  --enable-auto-tool-choice \\\n  --tool-call-parser k2_horizon",
        "http": "curl http://localhost:8000/v1/chat/completions \\\n  -H 'Content-Type: application/json' \\\n  -d '{\n    \"model\": \"inception42/Jais-3-32B\",\n    \"messages\": [{\"role\": \"user\", \"content\": \"Summarise this contract in Arabic.\"}],\n    \"max_tokens\": 32768,\n    \"chat_template_kwargs\": {\"reasoning_effort\": \"high\"}\n  }'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/jais-3"
      },
      "area": "models",
      "provenance": {
        "legalEntity": "Mohamed bin Zayed University of Artificial Intelligence (Institute of Foundation Models), with Inception42 (a G42 company)",
        "domain": "ifm.ai",
        "domainRegistered": "2022-09-06",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-17",
        "notes": [
          "The chat template's default system prompt names the Institute of Foundation Models (IFM) at MBZUAI, with Inception42 (a G42 company) and Cerebras, and gives MBZUAI's Arabic name, Mohamed bin Zayed University of Artificial Intelligence. The citation names the IFM, Inception42 and Cerebras teams. No registered company name for Inception42 was read first-hand.",
          "RDAP gives a registration date of 6 September 2022 for ifm.ai. The weights are on huggingface.co under the inception42 and IFM organisations.",
          "The licence is Apache-2.0 in each card's metadata. There is no LICENSE file and no terms or privacy document governing the weights, and no input reaches the makers when the owner serves them.",
          "ifm.ai answered our reader with a Cloudflare bot check on the press release, the blog post and the sitemap, so they weren't read. inceptionai.ai and mbzuai.ac.ae answered with bot or firewall pages too. ifm.ai/.well-known/security.txt returned 404 on 17 October 2026.",
          "No hosted endpoint, so no status page. No changelog. The Hugging Face commit history is public and was read."
        ],
        "score": 49
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/jais-3.json"
    },
    "facts": [
      {
        "a": "Model API",
        "b": "Model API",
        "name": "Kind"
      },
      {
        "a": "Groq",
        "b": "Institute of Foundation Models (MBZUAI) and Inception42",
        "name": "Vendor"
      },
      {
        "a": "https://api.groq.com/openai/v1",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0 (SDKs)",
        "b": "Apache-2.0, declared in the metadata of every model card read. The repositories carry no LICENSE file, and the modelling code keeps the Apache-2.0 header of the Qwen3-MoE code it was generated from",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-09-21",
        "b": "2026-10-15",
        "name": "Last release"
      },
      {
        "a": "2026-06-22",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "2025-11-12",
        "b": "no document linked",
        "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 Jais 3's 51.7 (D), and leads in 6 of 7 scored categories. Jais 3 leads on payments \u0026 pricing.",
        "question": "Which is better for AI agents, GroqCloud or Jais 3?"
      },
      {
        "answer": "GroqCloud needs an API key. Jais 3 needs no key.",
        "question": "Do GroqCloud and Jais 3 need an API key?"
      },
      {
        "answer": "GroqCloud has a hosted endpoint at https://api.groq.com/openai/v1. No hosted endpoint is listed for Jais 3.",
        "question": "Can an agent call GroqCloud and Jais 3 without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 90 against 48",
          "Schema \u0026 documentation, 64 against 54",
          "Agent ergonomics, 80 against 65",
          "Security \u0026 auth, 82 against 31",
          "Maintenance \u0026 community, 72 against 62",
          "Transparency \u0026 trust, 85 against 50"
        ],
        "also": [
          "Agent-ready, a grade of BB or better",
          "A hosted endpoint, with nothing to install",
          "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": [
          "Payments \u0026 pricing, 60 against 40"
        ],
        "also": [
          "No key needed to call it"
        ],
        "goodFor": "An agent or team that needs Arabic and English reasoning and tool use on its own hardware, from a laptop-sized 0.9B to a cluster-sized 375B, under Apache-2.0.",
        "slug": "jais-3",
        "watchFor": "Every documented vLLM, SGLang, Transformers and MLX command passes `--trust-remote-code`, so the repository's Python runs on the host"
      }
    ],
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      "capability": "inference.llm",
      "name": "LLM inference"
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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/blockrun-ai-vs-jais-3.json",
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        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-groq.json",
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        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-jais-3.json",
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        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-groq.json",
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        "url": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-groq"
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        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-groq.json",
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        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-groq"
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        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-jais-3.json",
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        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-jais-3"
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      {
        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-groq.json",
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        "url": "https://www.anchorterminal.com/compare/deepseek-api-vs-groq"
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        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-jais-3.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/elorian-glimpse-vs-jais-3.json",
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      {
        "json": "https://www.anchorterminal.com/compare/gemini-api-vs-groq.json",
        "title": "Gemini Developer API vs GroqCloud",
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        "json": "https://www.anchorterminal.com/compare/gemini-api-vs-jais-3.json",
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        "json": "https://www.anchorterminal.com/compare/groq-vs-meta-model-api.json",
        "title": "GroqCloud vs Meta Model API",
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        "json": "https://www.anchorterminal.com/compare/groq-vs-mistral-api.json",
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        "json": "https://www.anchorterminal.com/compare/groq-vs-muse-spark-open.json",
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        "url": "https://www.anchorterminal.com/compare/groq-vs-muse-spark-open"
      },
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        "json": "https://www.anchorterminal.com/compare/groq-vs-nemotron-3-5-super-vl.json",
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        "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",
        "url": "https://www.anchorterminal.com/compare/groq-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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        "url": "https://www.anchorterminal.com/compare/groq-vs-reflection-beam"
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        "json": "https://www.anchorterminal.com/compare/groq-vs-routerplus.json",
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        "url": "https://www.anchorterminal.com/compare/groq-vs-routerplus"
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        "json": "https://www.anchorterminal.com/compare/groq-vs-sambanova.json",
        "title": "GroqCloud vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/groq-vs-sambanova"
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      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-siliconflow.json",
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        "url": "https://www.anchorterminal.com/compare/groq-vs-siliconflow"
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      {
        "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"
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        "json": "https://www.anchorterminal.com/compare/groq-vs-vercel-ai-gateway.json",
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        "url": "https://www.anchorterminal.com/compare/groq-vs-vercel-ai-gateway"
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        "json": "https://www.anchorterminal.com/compare/jais-3-vs-meta-model-api.json",
        "title": "Jais 3 vs Meta Model API",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-meta-model-api"
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        "json": "https://www.anchorterminal.com/compare/jais-3-vs-mistral-api.json",
        "title": "Jais 3 vs Mistral AI API",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-mistral-api"
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        "json": "https://www.anchorterminal.com/compare/jais-3-vs-muse-spark-open.json",
        "title": "Jais 3 vs Muse Spark Open",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-muse-spark-open"
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        "json": "https://www.anchorterminal.com/compare/jais-3-vs-nemotron-3-5-super-vl.json",
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        "json": "https://www.anchorterminal.com/compare/jais-3-vs-novita-ai.json",
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        "url": "https://www.anchorterminal.com/compare/jais-3-vs-novita-ai"
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        "json": "https://www.anchorterminal.com/compare/jais-3-vs-openai-api.json",
        "title": "Jais 3 vs OpenAI API",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-openai-api"
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        "json": "https://www.anchorterminal.com/compare/jais-3-vs-openrouter.json",
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        "url": "https://www.anchorterminal.com/compare/jais-3-vs-openrouter"
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        "json": "https://www.anchorterminal.com/compare/jais-3-vs-routerplus.json",
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        "url": "https://www.anchorterminal.com/compare/jais-3-vs-routerplus"
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      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-sambanova.json",
        "title": "Jais 3 vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-sambanova"
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        "json": "https://www.anchorterminal.com/compare/jais-3-vs-siliconflow.json",
        "title": "Jais 3 vs SiliconFlow",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-siliconflow"
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      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-stepfun-api.json",
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        "json": "https://www.anchorterminal.com/compare/jais-3-vs-vercel-ai-gateway.json",
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    "scores": [
      {
        "by": 42,
        "edge": "groq",
        "groq": 90,
        "jais-3": 48,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 10,
        "edge": "groq",
        "groq": 64,
        "jais-3": 54,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 15,
        "edge": "groq",
        "groq": 80,
        "jais-3": 65,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 51,
        "edge": "groq",
        "groq": 82,
        "jais-3": 31,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 20,
        "edge": "jais-3",
        "groq": 40,
        "jais-3": 60,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 10,
        "edge": "groq",
        "groq": 72,
        "jais-3": 62,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 35,
        "edge": "groq",
        "groq": 85,
        "jais-3": 50,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "GroqCloud scores 74.5 (BB) on agent readiness against Jais 3's 51.7 (D), and leads in 6 of 7 scored categories. Jais 3 leads on payments \u0026 pricing. 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.",
      "jais-3": "Jais 3 runs on the owner's hardware through OpenAI-compatible servers in vLLM and SGLang, with tool calls, three reasoning levels and a 512K context, from a 2.2 GB 0.9B model to a 758 GB 375B one. The weights download without sign-up under Apache-2.0, but every launch command trusts remote code, and no technical report or security contact is published."
    }
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  "markdown": "GroqCloud scores 74.5 (BB) on agent readiness against Jais 3's 51.7 (D), and leads in 6 of 7 scored categories. Jais 3 leads on payments \u0026 pricing. 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- Jais 3: grade D, 51.7/100, rank #839 of 1133. Markdown https://www.anchorterminal.com/tools/jais-3.md · JSON https://www.anchorterminal.com/api/v1/tools/jais-3.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 48\n- Schema \u0026 documentation, 64 against 54\n- Agent ergonomics, 80 against 65\n- Security \u0026 auth, 82 against 31\n- Maintenance \u0026 community, 72 against 62\n- Transparency \u0026 trust, 85 against 50\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- A hosted endpoint, with nothing to install\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### Jais 3 (D)\n\nGood for: An agent or team that needs Arabic and English reasoning and tool use on its own hardware, from a laptop-sized 0.9B to a cluster-sized 375B, under Apache-2.0.\n\nAhead on:\n- Payments \u0026 pricing, 60 against 40\n\nAlso in its favour:\n- No key needed to call it\n\nWatch for: Every documented vLLM, SGLang, Transformers and MLX command passes `--trust-remote-code`, so the repository's Python runs on the host\n\n\n## Score by category\n\n| Category | Weight | GroqCloud | Jais 3 | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 90 | 48 | GroqCloud +42 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 64 | 54 | GroqCloud +10 |\n| Agent ergonomics | 13% (16.2 this run) | 80 | 65 | GroqCloud +15 |\n| Security \u0026 auth | 14% (17.5 this run) | 82 | 31 | GroqCloud +51 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 60 | Jais 3 +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 72 | 62 | GroqCloud +10 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 85 | 50 | GroqCloud +35 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **74.5 · BB** | **51.7 · D** | |\n\n## Facts side by side\n\n| Fact | GroqCloud | Jais 3 |\n| --- | --- | --- |\n| Kind | Model API | Model API |\n| Vendor | Groq | Institute of Foundation Models (MBZUAI) and Inception42 |\n| Hosted endpoint | `https://api.groq.com/openai/v1` | no (local only) |\n| Transports | HTTP | HTTP |\n| Auth | API key | None |\n| Pricing | Freemium | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 (SDKs) | Apache-2.0, declared in the metadata of every model card read. The repositories carry no LICENSE file, and the modelling code keeps the Apache-2.0 header of the Qwen3-MoE code it was generated from |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-09-21 | 2026-10-15 |\n| Terms last updated | 2026-06-22 | no document linked |\n| Privacy policy last updated | 2025-11-12 | no document linked |\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**Jais 3.** Jais 3 runs on the owner's hardware through OpenAI-compatible servers in vLLM and SGLang, with tool calls, three reasoning levels and a 512K context, from a 2.2 GB 0.9B model to a 758 GB 375B one. The weights download without sign-up under Apache-2.0, but every launch command trusts remote code, and no technical report or security contact is published.\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### Jais 3\n\n1. Start vLLM or SGLang with `--reasoning-parser k2_horizon`, and add `--tool-call-parser k2_horizon` (vLLM also `--enable-auto-tool-choice`) for tools, or tool calls come back as raw text\n2. Pass `reasoning_effort` (`high`, `medium` or `low`) and `tool_call_format` inside `chat_template_kwargs`. Other values return a template error\n3. Send each earlier assistant turn back with `reasoning_content` as a string, even an empty one. A missing or null thinking field makes the template raise an error\n4. Send your own system message, or set `default_system_prompt` to an empty string. Without one the template inserts an identity prompt naming IFM, Inception42 and Cerebras\n5. Budget at least 32,768 output tokens at `high` effort, which the cards recommend for every request\n\n## Questions\n\n### Which is better for AI agents, GroqCloud or Jais 3?\n\nGroqCloud scores 74.5 (BB) on agent readiness against Jais 3's 51.7 (D), and leads in 6 of 7 scored categories. Jais 3 leads on payments \u0026 pricing.\n\n### Do GroqCloud and Jais 3 need an API key?\n\nGroqCloud needs an API key. Jais 3 needs no key.\n\n### Can an agent call GroqCloud and Jais 3 without installing anything?\n\nGroqCloud has a hosted endpoint at https://api.groq.com/openai/v1. No hosted endpoint is listed for Jais 3.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/groq-vs-jais-3.json, and with the fewest tokens: https://www.anchorterminal.com/compare/groq-vs-jais-3.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"groq\", \"b\": \"jais-3\"}`. From a terminal: `anchor compare groq jais-3`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/groq.json and https://www.anchorterminal.com/api/v1/tools/jais-3.json\n\n## Other comparisons with GroqCloud or Jais 3\n\n- [Claude API vs GroqCloud](https://www.anchorterminal.com/compare/anthropic-api-vs-groq.md)\n- [Claude API vs Jais 3](https://www.anchorterminal.com/compare/anthropic-api-vs-jais-3.md)\n- [Antseed vs GroqCloud](https://www.anchorterminal.com/compare/antseed-vs-groq.md)\n- [Antseed vs Jais 3](https://www.anchorterminal.com/compare/antseed-vs-jais-3.md)\n- [BlockRun.AI vs GroqCloud](https://www.anchorterminal.com/compare/blockrun-ai-vs-groq.md)\n- [BlockRun.AI vs Jais 3](https://www.anchorterminal.com/compare/blockrun-ai-vs-jais-3.md)\n- [Cloudflare AI Gateway vs GroqCloud](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-groq.md)\n- [Cloudflare AI Gateway vs Jais 3](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-jais-3.md)\n- [Cloudflare Workers AI vs GroqCloud](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-groq.md)\n- [Cloudflare Workers AI vs Jais 3](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-jais-3.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 Jais 3](https://www.anchorterminal.com/compare/cohere-chat-vs-jais-3.md)\n- [DeepInfra vs GroqCloud](https://www.anchorterminal.com/compare/deepinfra-vs-groq.md)\n- [DeepInfra vs Jais 3](https://www.anchorterminal.com/compare/deepinfra-vs-jais-3.md)\n- [DeepSeek API vs GroqCloud](https://www.anchorterminal.com/compare/deepseek-api-vs-groq.md)\n- [DeepSeek API vs Jais 3](https://www.anchorterminal.com/compare/deepseek-api-vs-jais-3.md)\n- [Glimpse vs GroqCloud](https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq.md)\n- [Glimpse vs Jais 3](https://www.anchorterminal.com/compare/elorian-glimpse-vs-jais-3.md)\n- [Gemini Developer API vs GroqCloud](https://www.anchorterminal.com/compare/gemini-api-vs-groq.md)\n- [Gemini Developer API vs Jais 3](https://www.anchorterminal.com/compare/gemini-api-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 Vercel AI Gateway](https://www.anchorterminal.com/compare/groq-vs-vercel-ai-gateway.md)\n- [Jais 3 vs Meta Model API](https://www.anchorterminal.com/compare/jais-3-vs-meta-model-api.md)\n- [Jais 3 vs Mistral AI API](https://www.anchorterminal.com/compare/jais-3-vs-mistral-api.md)\n- [Jais 3 vs Muse Spark Open](https://www.anchorterminal.com/compare/jais-3-vs-muse-spark-open.md)\n- [Jais 3 vs Nemotron 3.5 Super VL](https://www.anchorterminal.com/compare/jais-3-vs-nemotron-3-5-super-vl.md)\n- [Jais 3 vs Novita AI](https://www.anchorterminal.com/compare/jais-3-vs-novita-ai.md)\n- [Jais 3 vs OpenAI API](https://www.anchorterminal.com/compare/jais-3-vs-openai-api.md)\n- [Jais 3 vs OpenRouter](https://www.anchorterminal.com/compare/jais-3-vs-openrouter.md)\n- [Jais 3 vs Prism Inference](https://www.anchorterminal.com/compare/jais-3-vs-prism-inference.md)\n- [Jais 3 vs Beam 1.0](https://www.anchorterminal.com/compare/jais-3-vs-reflection-beam.md)\n- [Jais 3 vs RouterPlus](https://www.anchorterminal.com/compare/jais-3-vs-routerplus.md)\n- [Jais 3 vs SambaCloud](https://www.anchorterminal.com/compare/jais-3-vs-sambanova.md)\n- [Jais 3 vs SiliconFlow](https://www.anchorterminal.com/compare/jais-3-vs-siliconflow.md)\n- [Jais 3 vs StepFun API](https://www.anchorterminal.com/compare/jais-3-vs-stepfun-api.md)\n- [Jais 3 vs Vercel AI Gateway](https://www.anchorterminal.com/compare/jais-3-vs-vercel-ai-gateway.md)\n",
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