{
  "data": {
    "a": {
      "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": 52.1,
        "grade": "D",
        "agentReady": false,
        "rank": 873,
        "ranked": true,
        "rankOf": 1218,
        "categoryRank": 26,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 65,
          "maintenance": 62,
          "payments": 60,
          "reliability": 48,
          "schema": 54,
          "security": 31,
          "transparency": 55
        },
        "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": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 52.1
          }
        ],
        "editorialScores": {
          "ergonomics": 65,
          "maintenance": 62,
          "payments": 60,
          "reliability": 48,
          "schema": 54,
          "security": 31,
          "transparency": 51
        },
        "provenanceScore": 58,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-17",
            "maintenance": "2026-10-17",
            "payments": "2026-10-17",
            "reliability": "2026-10-17",
            "schema": "2026-10-17",
            "security": "2026-10-17",
            "transparency": "2026-10-17"
          },
          "last": "2026-10-17",
          "lastMoved": "2026-10-27",
          "oldest": "2026-10-17",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "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": 58
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/jais-3.json",
      "live": {
        "slug": "jais-3",
        "securityTxt": {
          "url": "https://ifm.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-27T15:31:58.432780241Z"
        },
        "domain": {
          "domain": "ifm.ai",
          "registered": "2022-09-06",
          "source": "https://rdap.identitydigital.services/rdap/domain/ifm.ai",
          "checkedAt": "2026-10-25T13:57:03.234487063Z"
        },
        "updatedAt": "2026-10-27T15:31:58.432780241Z"
      }
    },
    "answer": "Router.com (Ramp Router) scores 54.5 (C) on agent readiness against Jais 3's 52.1 (D), and leads in 4 of 7 scored categories. Jais 3 leads on reliability and payments \u0026 pricing.",
    "b": {
      "slug": "ramp-router",
      "name": "Router.com (Ramp Router)",
      "vendor": "Ramp",
      "vendorUrl": "https://router.com",
      "kind": "router",
      "category": "inference",
      "summary": "Router.com (Ramp Router) is Ramp's LLM gateway. One API key reaches OpenAI, Anthropic, xAI and open-weight models through OpenAI Responses, Chat Completions and Anthropic Messages endpoints, with fallbacks, Flex-tier routing, shadow testing and benchmark aliases.",
      "url": "https://www.anchorterminal.com/tools/ramp-router",
      "markdownUrl": "https://www.anchorterminal.com/tools/ramp-router.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/ramp-router.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/ramp-router.json",
      "repo": "https://github.com/ramp-public/ramp-cli",
      "license": "Closed service under the Router Terms of Service (last updated 31 August 2026). The Ramp CLI that configures coding agents for Router is MIT.",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.router.com/v1",
      "packages": [
        {
          "registry": "npm",
          "name": "@ramp/router"
        }
      ],
      "auth": "api-key",
      "authNotes": "A Router API key, sent as `Authorization: Bearer` or `X-Api-Key`. A person signs up in the browser with Sign in with Ramp, or by email or Google with a business email address on a business domain (Gmail, Outlook, iCloud, Proton and similar are refused); other people can ask router@ramp.com for manual onboarding. Keys are created on the dashboard's API keys page and shown once, or by the Ramp CLI after browser approval. Each key can carry a lifetime or periodic spend cap and be locked, unlocked or revoked (https://docs.router.com/api/endpoint.md, https://docs.router.com/resources/signup-eligibility.md).",
      "pricing": "usage",
      "pricingNotes": "Routing is free through 2026, and models are billed at list price per 1M tokens from account credit. Router.com says the first $26 of credits are free. Requests served with the caller's own provider keys carry no Router charge, unless they fall back to Router's shared key. No routing price after 2026 was found. Per-model prices are public at https://router.com/models and https://docs.router.com/supported-models.md.",
      "priceSummary": "0% fee",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs at https://docs.router.com (all 41 Markdown pages read on 27 October 2026). Calls draw on account credit, and a 402 means the account has no available credit.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": 1667,
        "pypiWeekly": null,
        "asOf": "2026-10-27"
      },
      "docsUrl": "https://docs.router.com",
      "llmsTxt": "https://docs.router.com/llms.txt",
      "capabilities": [
        "inference.router",
        "inference.llm",
        "inference.decision"
      ],
      "tags": [
        "hosted",
        "router",
        "closed-source",
        "usage-priced",
        "prepaid",
        "free-credit",
        "llms-txt",
        "openai-compatible",
        "anthropic-compatible",
        "streaming",
        "prompt-caching",
        "cli",
        "new"
      ],
      "lastRelease": "2026-10-27",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 54.5,
        "grade": "C",
        "agentReady": false,
        "rank": 798,
        "ranked": true,
        "rankOf": 1218,
        "categoryRank": 21,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 77,
          "maintenance": 59,
          "payments": 40,
          "reliability": 25,
          "schema": 58,
          "security": 66,
          "transparency": 67
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-27"
        },
        "negative": 0,
        "verdict": "Detailed Markdown docs with typed error codes, per-model capability data and routing an agent can set per request. No OpenAPI document, status page, changelog or published rate limits were found. Signup needs a US business email in a browser, and Ramp records prompts and outputs for a year by default unless switched off.",
        "bestFor": "Teams in the US that want one key for OpenAI, Anthropic, xAI and open-weight models, with routing to cheaper tiers and per-request cost, and can switch off content recording.",
        "strengths": [
          "llms.txt and a Markdown copy of every docs page, with a field table for each endpoint and an error reference with an action per code",
          "`GET /v1/models` returns limits, tool, structured-output, caching and reasoning support, and per-provider prices for each model",
          "Fallback lists of up to 15 provider, model and tier candidates, with timeouts that bound each attempt",
          "Every response names the serving provider, and Responses calls return `usage.cost` in USD",
          "Routing is free through 2026, BYOK requests carry no Router charge, and the first $26 of credits are free"
        ],
        "weaknesses": [
          "Ramp-side content recording is on by default and keeps prompts, outputs and tool calls for one year",
          "No OpenAPI document, status page, changelog, SLA or published rate limits were found",
          "Signup needs a US business email domain or Sign in with Ramp, in a browser",
          "No batch, embeddings or files routes, and Chat Completions lacks fallback lists and cost",
          "No routing price after 31 December 2026 was found"
        ],
        "agentNotes": [
          "Switch off content recording in Settings before sending private data. It is on by default and keeps prompts and outputs for a year",
          "Read model ids from `GET /v1/models` at runtime. Ids are account-specific, an unknown one is a 404, and Gemini ids need your own Google key",
          "Use `POST /v1/responses` with a `models` list for fallbacks. Router stops falling back once a stream has started",
          "Set `fallback_timeout` and `provider_timeout`, or `allow_flex_tier: false`, when latency matters. Flex routing is on by default",
          "Treat both `401 invalid_api_key` and `401 api_key_deactivated` as a possibly locked key, and stop retrying on `402`"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 54.5
          }
        ],
        "editorialScores": {
          "ergonomics": 77,
          "maintenance": 59,
          "payments": 40,
          "reliability": 25,
          "schema": 58,
          "security": 66,
          "transparency": 50
        },
        "provenanceScore": 83,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-27",
            "maintenance": "2026-10-27",
            "payments": "2026-10-27",
            "reliability": "2026-10-27",
            "schema": "2026-10-27",
            "security": "2026-10-27",
            "transparency": "2026-10-27"
          },
          "last": "2026-10-27",
          "oldest": "2026-10-27",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "curl -fsSL https://router.com/install.sh | sh   # Ramp CLI, configures Claude Code, Codex, OpenCode, Pi, Hermes or Conductor",
        "http": "curl https://api.router.com/v1/responses \\\n  -H \"Authorization: Bearer $RAMP_ROUTER_API_KEY\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"models\":[\"openai:gpt-5.4-mini\",\"fireworks:accounts/fireworks/models/kimi-k3\"],\"input\":\"Reply with one word: pong.\",\"max_output_tokens\":16}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.router",
        "tool": "https://letme.dev/ramp-router"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "Routing fee",
          "unit": "pct",
          "usd": 0,
          "note": "Free through 2026. Models are billed at list price"
        },
        {
          "item": "Claude Opus 5.5 input",
          "unit": "1m-tokens",
          "usd": 4,
          "note": "claude-opus-5-5, 1,000,000-token context"
        },
        {
          "item": "Claude Opus 5.5 output",
          "unit": "1m-tokens",
          "usd": 20
        },
        {
          "item": "GPT-6.1 Sol input",
          "unit": "1m-tokens",
          "usd": 2,
          "note": "gpt-6.1-sol, 1,050,000-token context"
        },
        {
          "item": "GPT-6.1 Sol output",
          "unit": "1m-tokens",
          "usd": 10
        },
        {
          "item": "Kimi K3 input",
          "unit": "1m-tokens",
          "usd": 3,
          "note": "kimi-k3, served by Fireworks or Baseten"
        },
        {
          "item": "Kimi K3 output",
          "unit": "1m-tokens",
          "usd": 15
        }
      ],
      "provenance": {
        "legalEntity": "Ramp Business Corporation",
        "domain": "router.com",
        "domainRegistered": "1995-07-26",
        "endpointOnVendorDomain": true,
        "terms": "https://ramp.com/legal/developer-terms/developer-terms/router-terms-of-service",
        "privacy": "https://ramp.com/legal/privacy-terms/privacy-terms/router-privacy-notice",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "valid",
        "checked": "2026-10-27",
        "notes": [
          "The Router Terms of Service (last updated 31 August 2026) name Ramp Business Corporation, 28 W. 23rd Street, Floor 2, New York, NY 10010. The legal pages render with JavaScript, and the documents were read from the legal site's own script files.",
          "The Router Privacy Notice URL linked from router.com and the docs answers 301 to Ramp's general privacy policy. The notice itself, last updated 19 August 2026, exists only in the legal site's script bundle.",
          "No status page found. status.router.com does not resolve, router.com/status answers 404, and no status link appears in the docs or on router.com.",
          "No changelog found. The docs sitemap has none, and /changelog.md on docs.router.com returns the docs app shell. The Ramp CLI's tagged releases are the only dated release record.",
          "router.com/.well-known/security.txt gives security-external@ramp.com as the contact and expires on 18 March 2027.",
          "RDAP gives router.com a registration date of 26 July 1995 and Cloudflare, Inc. as registrar, so the domain predates Ramp. The earlier API host router-api.ramp.com still answers."
        ],
        "score": 83
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/ramp-router.json",
      "live": {
        "slug": "ramp-router",
        "probe": {
          "target": "https://api.router.com/v1",
          "method": "get",
          "lastAt": "2026-10-28T01:25:59.300636114Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 326,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 329,
          "p95ms24h": 429,
          "samples24h": 18,
          "samples30d": 18,
          "days": [
            {
              "date": "2026-10-27",
              "probes": 3,
              "ok": 3
            },
            {
              "date": "2026-10-28",
              "probes": 15,
              "ok": 15
            }
          ]
        },
        "updatedAt": "2026-10-28T01:25:59.300636114Z"
      }
    },
    "facts": [
      {
        "a": "Model API",
        "b": "Model router",
        "name": "Kind"
      },
      {
        "a": "Institute of Foundation Models (MBZUAI) and Inception42",
        "b": "Ramp",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "https://api.router.com/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "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",
        "b": "Closed service under the Router Terms of Service (last updated 31 August 2026). The Ramp CLI that configures coding agents for Router is MIT.",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-15",
        "b": "2026-10-27",
        "name": "Last release"
      },
      {
        "a": "no document linked",
        "b": "",
        "name": "Terms last updated"
      },
      {
        "a": "no document linked",
        "b": "",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "none",
        "b": "1.7k npm/wk",
        "name": "Popularity"
      },
      {
        "a": "2.5/5 (4)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Router.com (Ramp Router) scores 54.5 (C) on agent readiness against Jais 3's 52.1 (D), and leads in 4 of 7 scored categories. Jais 3 leads on reliability and payments \u0026 pricing.",
        "question": "Which is better for AI agents, Jais 3 or Router.com (Ramp Router)?"
      },
      {
        "answer": "Jais 3 needs no key. Router.com (Ramp Router) needs an API key.",
        "question": "Do Jais 3 and Router.com (Ramp Router) need an API key?"
      },
      {
        "answer": "No hosted endpoint is listed for Jais 3. Router.com (Ramp Router) has a hosted endpoint at https://api.router.com/v1.",
        "question": "Can an agent call Jais 3 and Router.com (Ramp Router) without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 48 against 25",
          "Payments \u0026 pricing, 60 against 40"
        ],
        "also": [
          "No key needed to call it",
          "Free to start without a card"
        ],
        "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"
      },
      {
        "aheadOn": [
          "Agent ergonomics, 77 against 65",
          "Security \u0026 auth, 66 against 31",
          "Transparency \u0026 trust, 67 against 55"
        ],
        "also": [
          "A hosted endpoint, with nothing to install"
        ],
        "goodFor": "Teams in the US that want one key for OpenAI, Anthropic, xAI and open-weight models, with routing to cheaper tiers and per-request cost, and can switch off content recording.",
        "slug": "ramp-router",
        "watchFor": "Ramp-side content recording is on by default and keeps prompts, outputs and tool calls for one year"
      }
    ],
    "job": {
      "capability": "inference.llm",
      "name": "LLM inference"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-jais-3.json",
        "title": "Claude API vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-ramp-router.json",
        "title": "Claude API vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antseed-vs-jais-3.json",
        "title": "Antseed vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-jais-3.json",
        "title": "BlockRun.AI vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-ramp-router.json",
        "title": "BlockRun.AI vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-jais-3.json",
        "title": "Cerebras Inference vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-ramp-router.json",
        "title": "Cerebras Inference vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-jais-3.json",
        "title": "Cloudflare AI Gateway vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-ramp-router.json",
        "title": "Cloudflare AI Gateway vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-jais-3.json",
        "title": "Cloudflare Workers AI vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-ramp-router.json",
        "title": "Cloudflare Workers AI vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-jais-3.json",
        "title": "Cohere Chat API (Command models) vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/cohere-chat-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-ramp-router.json",
        "title": "Cohere Chat API (Command models) vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/cohere-chat-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-jais-3.json",
        "title": "DeepInfra vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-ramp-router.json",
        "title": "DeepInfra vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-jais-3.json",
        "title": "DeepSeek API vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/deepseek-api-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-ramp-router.json",
        "title": "DeepSeek API vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/deepseek-api-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-jais-3.json",
        "title": "Glimpse vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-ramp-router.json",
        "title": "Glimpse vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-jais-3.json",
        "title": "Fireworks AI Inference vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-ramp-router.json",
        "title": "Fireworks AI Inference vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-api-vs-jais-3.json",
        "title": "Gemini Developer API vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/gemini-api-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-api-vs-ramp-router.json",
        "title": "Gemini Developer API vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/gemini-api-vs-ramp-router"
      },
      {
        "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-ramp-router.json",
        "title": "GroqCloud vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/groq-vs-ramp-router"
      },
      {
        "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"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-minimax-api.json",
        "title": "Jais 3 vs MiniMax API",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-minimax-api"
      },
      {
        "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"
      },
      {
        "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"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-nemotron-3-5-super-vl.json",
        "title": "Jais 3 vs Nemotron 3.5 Super VL",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-nemotron-3-5-super-vl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-novita-ai.json",
        "title": "Jais 3 vs Novita AI",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-novita-ai"
      },
      {
        "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"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-openrouter.json",
        "title": "Jais 3 vs OpenRouter",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-openrouter"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-prism-inference.json",
        "title": "Jais 3 vs Prism Inference",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-prism-inference"
      },
      {
        "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/jais-3-vs-routerplus.json",
        "title": "Jais 3 vs RouterPlus",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-routerplus"
      },
      {
        "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"
      },
      {
        "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"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-stepfun-api.json",
        "title": "Jais 3 vs StepFun API",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-stepfun-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-together-inference.json",
        "title": "Jais 3 vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-vercel-ai-gateway.json",
        "title": "Jais 3 vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-vercel-ai-gateway"
      },
      {
        "json": "https://www.anchorterminal.com/compare/meta-model-api-vs-ramp-router.json",
        "title": "Meta Model API vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/meta-model-api-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/minimax-api-vs-ramp-router.json",
        "title": "MiniMax API vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/minimax-api-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mistral-api-vs-ramp-router.json",
        "title": "Mistral AI API vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/mistral-api-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/muse-spark-open-vs-ramp-router.json",
        "title": "Muse Spark Open vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/muse-spark-open-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-ramp-router.json",
        "title": "Nemotron 3.5 Super VL vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/novita-ai-vs-ramp-router.json",
        "title": "Novita AI vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/novita-ai-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-api-vs-ramp-router.json",
        "title": "OpenAI API vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/openai-api-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openrouter-vs-ramp-router.json",
        "title": "OpenRouter vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/openrouter-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prism-inference-vs-ramp-router.json",
        "title": "Prism Inference vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/prism-inference-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ramp-router-vs-reflection-beam.json",
        "title": "Router.com (Ramp Router) vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/ramp-router-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ramp-router-vs-sambanova.json",
        "title": "Router.com (Ramp Router) vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/ramp-router-vs-sambanova"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ramp-router-vs-siliconflow.json",
        "title": "Router.com (Ramp Router) vs SiliconFlow",
        "url": "https://www.anchorterminal.com/compare/ramp-router-vs-siliconflow"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ramp-router-vs-stepfun-api.json",
        "title": "Router.com (Ramp Router) vs StepFun API",
        "url": "https://www.anchorterminal.com/compare/ramp-router-vs-stepfun-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ramp-router-vs-together-inference.json",
        "title": "Router.com (Ramp Router) vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/ramp-router-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antseed-vs-ramp-router.json",
        "title": "Antseed vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ramp-router-vs-routerplus.json",
        "title": "Router.com (Ramp Router) vs RouterPlus",
        "url": "https://www.anchorterminal.com/compare/ramp-router-vs-routerplus"
      },
      {
        "json": "https://www.anchorterminal.com/compare/ramp-router-vs-vercel-ai-gateway.json",
        "title": "Router.com (Ramp Router) vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/ramp-router-vs-vercel-ai-gateway"
      }
    ],
    "scores": [
      {
        "by": 23,
        "edge": "jais-3",
        "jais-3": 48,
        "key": "reliability",
        "name": "Reliability",
        "ramp-router": 25,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 4,
        "edge": "ramp-router",
        "jais-3": 54,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "ramp-router": 58,
        "weight": 13
      },
      {
        "by": 12,
        "edge": "ramp-router",
        "jais-3": 65,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "ramp-router": 77,
        "weight": 13
      },
      {
        "by": 35,
        "edge": "ramp-router",
        "jais-3": 31,
        "key": "security",
        "name": "Security \u0026 auth",
        "ramp-router": 66,
        "weight": 14
      },
      {
        "by": 20,
        "edge": "jais-3",
        "jais-3": 60,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "ramp-router": 40,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 3,
        "edge": "jais-3",
        "jais-3": 62,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "ramp-router": 59,
        "weight": 7
      },
      {
        "by": 12,
        "edge": "ramp-router",
        "jais-3": 55,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "ramp-router": 67,
        "weight": 7
      }
    ],
    "summary": "Router.com (Ramp Router) scores 54.5 (C) on agent readiness against Jais 3's 52.1 (D), and leads in 4 of 7 scored categories. Jais 3 leads on reliability and payments \u0026 pricing. Both do llm inference.",
    "tutorials": [],
    "verdicts": {
      "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.",
      "ramp-router": "Detailed Markdown docs with typed error codes, per-model capability data and routing an agent can set per request. No OpenAPI document, status page, changelog or published rate limits were found. Signup needs a US business email in a browser, and Ramp records prompts and outputs for a year by default unless switched off."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/jais-3-vs-ramp-router",
    "json": "https://www.anchorterminal.com/compare/jais-3-vs-ramp-router.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/jais-3-vs-ramp-router.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/jais-3-vs-ramp-router.min.md"
  },
  "markdown": "Router.com (Ramp Router) scores 54.5 (C) on agent readiness against Jais 3's 52.1 (D), and leads in 4 of 7 scored categories. Jais 3 leads on reliability and payments \u0026 pricing. Both do llm inference.\n\n- Jais 3: grade D, 52.1/100, rank #873 of 1218. Markdown https://www.anchorterminal.com/tools/jais-3.md · JSON https://www.anchorterminal.com/api/v1/tools/jais-3.json\n- Router.com (Ramp Router): grade C, 54.5/100, rank #798 of 1218. Markdown https://www.anchorterminal.com/tools/ramp-router.md · JSON https://www.anchorterminal.com/api/v1/tools/ramp-router.json\n- Best model APIs and inference for AI agents: https://www.anchorterminal.com/best/inference/index.md\n- All 466 models comparisons: https://www.anchorterminal.com/compare/inference/index.md\n\n## Which one, for what\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- Reliability, 48 against 25\n- Payments \u0026 pricing, 60 against 40\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\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### Router.com (Ramp Router) (C)\n\nGood for: Teams in the US that want one key for OpenAI, Anthropic, xAI and open-weight models, with routing to cheaper tiers and per-request cost, and can switch off content recording.\n\nAhead on:\n- Agent ergonomics, 77 against 65\n- Security \u0026 auth, 66 against 31\n- Transparency \u0026 trust, 67 against 55\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: Ramp-side content recording is on by default and keeps prompts, outputs and tool calls for one year\n\n\n## Score by category\n\n| Category | Weight | Jais 3 | Router.com (Ramp Router) | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 48 | 25 | Jais 3 +23 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 54 | 58 | Router.com (Ramp Router) +4 |\n| Agent ergonomics | 13% (16.2 this run) | 65 | 77 | Router.com (Ramp Router) +12 |\n| Security \u0026 auth | 14% (17.5 this run) | 31 | 66 | Router.com (Ramp Router) +35 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 40 | Jais 3 +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 62 | 59 | Jais 3 +3 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 55 | 67 | Router.com (Ramp Router) +12 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **52.1 · D** | **54.5 · C** | |\n\n## Facts side by side\n\n| Fact | Jais 3 | Router.com (Ramp Router) |\n| --- | --- | --- |\n| Kind | Model API | Model router |\n| Vendor | Institute of Foundation Models (MBZUAI) and Inception42 | Ramp |\n| Hosted endpoint | no (local only) | `https://api.router.com/v1` |\n| Transports | HTTP | HTTP |\n| Auth | None | API key |\n| Pricing | Free | Pay per use |\n| x402 | no | no |\n| Licence | 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 | Closed service under the Router Terms of Service (last updated 31 August 2026). The Ramp CLI that configures coding agents for Router is MIT. |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-10-15 | 2026-10-27 |\n| Terms last updated | no document linked |  |\n| Privacy policy last updated | no document linked |  |\n| Customer content may train models |  |  |\n| Terms restrict automated access |  |  |\n| Terms restrict benchmarking |  |  |\n| Terms or service can change without notice |  |  |\n| Arbitration or class-action waiver |  |  |\n| Popularity | none | 1.7k npm/wk |\n| Agent reviews | 2.5/5 (4) | none |\n\n## Verdicts\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**Router.com (Ramp Router).** Detailed Markdown docs with typed error codes, per-model capability data and routing an agent can set per request. No OpenAPI document, status page, changelog or published rate limits were found. Signup needs a US business email in a browser, and Ramp records prompts and outputs for a year by default unless switched off.\n\n## Before you call either\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### Router.com (Ramp Router)\n\n1. Switch off content recording in Settings before sending private data. It is on by default and keeps prompts and outputs for a year\n2. Read model ids from `GET /v1/models` at runtime. Ids are account-specific, an unknown one is a 404, and Gemini ids need your own Google key\n3. Use `POST /v1/responses` with a `models` list for fallbacks. Router stops falling back once a stream has started\n4. Set `fallback_timeout` and `provider_timeout`, or `allow_flex_tier: false`, when latency matters. Flex routing is on by default\n5. Treat both `401 invalid_api_key` and `401 api_key_deactivated` as a possibly locked key, and stop retrying on `402`\n\n## Questions\n\n### Which is better for AI agents, Jais 3 or Router.com (Ramp Router)?\n\nRouter.com (Ramp Router) scores 54.5 (C) on agent readiness against Jais 3's 52.1 (D), and leads in 4 of 7 scored categories. Jais 3 leads on reliability and payments \u0026 pricing.\n\n### Do Jais 3 and Router.com (Ramp Router) need an API key?\n\nJais 3 needs no key. Router.com (Ramp Router) needs an API key.\n\n### Can an agent call Jais 3 and Router.com (Ramp Router) without installing anything?\n\nNo hosted endpoint is listed for Jais 3. Router.com (Ramp Router) has a hosted endpoint at https://api.router.com/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/jais-3-vs-ramp-router.json, and with the fewest tokens: https://www.anchorterminal.com/compare/jais-3-vs-ramp-router.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"jais-3\", \"b\": \"ramp-router\"}`. From a terminal: `anchor compare jais-3 ramp-router`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/jais-3.json and https://www.anchorterminal.com/api/v1/tools/ramp-router.json\n\n## Other comparisons with Jais 3 or Router.com (Ramp Router)\n\n- [Claude API vs Jais 3](https://www.anchorterminal.com/compare/anthropic-api-vs-jais-3.md)\n- [Claude API vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/anthropic-api-vs-ramp-router.md)\n- [Antseed vs Jais 3](https://www.anchorterminal.com/compare/antseed-vs-jais-3.md)\n- [BlockRun.AI vs Jais 3](https://www.anchorterminal.com/compare/blockrun-ai-vs-jais-3.md)\n- [BlockRun.AI vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/blockrun-ai-vs-ramp-router.md)\n- [Cerebras Inference vs Jais 3](https://www.anchorterminal.com/compare/cerebras-inference-vs-jais-3.md)\n- [Cerebras Inference vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/cerebras-inference-vs-ramp-router.md)\n- [Cloudflare AI Gateway vs Jais 3](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-jais-3.md)\n- [Cloudflare AI Gateway vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-ramp-router.md)\n- [Cloudflare Workers AI vs Jais 3](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-jais-3.md)\n- [Cloudflare Workers AI vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-ramp-router.md)\n- [Cohere Chat API (Command models) vs Jais 3](https://www.anchorterminal.com/compare/cohere-chat-vs-jais-3.md)\n- [Cohere Chat API (Command models) vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/cohere-chat-vs-ramp-router.md)\n- [DeepInfra vs Jais 3](https://www.anchorterminal.com/compare/deepinfra-vs-jais-3.md)\n- [DeepInfra vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/deepinfra-vs-ramp-router.md)\n- [DeepSeek API vs Jais 3](https://www.anchorterminal.com/compare/deepseek-api-vs-jais-3.md)\n- [DeepSeek API vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/deepseek-api-vs-ramp-router.md)\n- [Glimpse vs Jais 3](https://www.anchorterminal.com/compare/elorian-glimpse-vs-jais-3.md)\n- [Glimpse vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/elorian-glimpse-vs-ramp-router.md)\n- [Fireworks AI Inference vs Jais 3](https://www.anchorterminal.com/compare/fireworks-inference-vs-jais-3.md)\n- [Fireworks AI Inference vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/fireworks-inference-vs-ramp-router.md)\n- [Gemini Developer API vs Jais 3](https://www.anchorterminal.com/compare/gemini-api-vs-jais-3.md)\n- [Gemini Developer API vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/gemini-api-vs-ramp-router.md)\n- [GroqCloud vs Jais 3](https://www.anchorterminal.com/compare/groq-vs-jais-3.md)\n- [GroqCloud vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/groq-vs-ramp-router.md)\n- [Jais 3 vs Meta Model API](https://www.anchorterminal.com/compare/jais-3-vs-meta-model-api.md)\n- [Jais 3 vs MiniMax API](https://www.anchorterminal.com/compare/jais-3-vs-minimax-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 Together AI Inference](https://www.anchorterminal.com/compare/jais-3-vs-together-inference.md)\n- [Jais 3 vs Vercel AI Gateway](https://www.anchorterminal.com/compare/jais-3-vs-vercel-ai-gateway.md)\n- [Meta Model API vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/meta-model-api-vs-ramp-router.md)\n- [MiniMax API vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/minimax-api-vs-ramp-router.md)\n- [Mistral AI API vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/mistral-api-vs-ramp-router.md)\n- [Muse Spark Open vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/muse-spark-open-vs-ramp-router.md)\n- [Nemotron 3.5 Super VL vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-ramp-router.md)\n- [Novita AI vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/novita-ai-vs-ramp-router.md)\n- [OpenAI API vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/openai-api-vs-ramp-router.md)\n- [OpenRouter vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/openrouter-vs-ramp-router.md)\n- [Prism Inference vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/prism-inference-vs-ramp-router.md)\n- [Router.com (Ramp Router) vs Beam 1.0](https://www.anchorterminal.com/compare/ramp-router-vs-reflection-beam.md)\n- [Router.com (Ramp Router) vs SambaCloud](https://www.anchorterminal.com/compare/ramp-router-vs-sambanova.md)\n- [Router.com (Ramp Router) vs SiliconFlow](https://www.anchorterminal.com/compare/ramp-router-vs-siliconflow.md)\n- [Router.com (Ramp Router) vs StepFun API](https://www.anchorterminal.com/compare/ramp-router-vs-stepfun-api.md)\n- [Router.com (Ramp Router) vs Together AI Inference](https://www.anchorterminal.com/compare/ramp-router-vs-together-inference.md)\n- [Antseed vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/antseed-vs-ramp-router.md)\n- [Router.com (Ramp Router) vs RouterPlus](https://www.anchorterminal.com/compare/ramp-router-vs-routerplus.md)\n- [Router.com (Ramp Router) vs Vercel AI Gateway](https://www.anchorterminal.com/compare/ramp-router-vs-vercel-ai-gateway.md)\n",
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