{
  "data": {
    "a": {
      "slug": "deepinfra",
      "name": "DeepInfra",
      "vendor": "Deep Infra Inc.",
      "vendorUrl": "https://deepinfra.com",
      "kind": "model",
      "category": "inference",
      "summary": "DeepInfra is a hosted inference API for open-weight and some third-party models, covering chat, embeddings, reranking, image, video and speech. It answers OpenAI-style and Anthropic-style calls at api.deepinfra.com with a Bearer key.",
      "url": "https://www.anchorterminal.com/tools/deepinfra",
      "markdownUrl": "https://www.anchorterminal.com/tools/deepinfra.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/deepinfra.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/deepinfra.json",
      "repo": "https://github.com/deepinfra/deepinfra-python",
      "license": "Proprietary service under the DeepInfra Terms of Service. The Python and Node SDKs and the docs repository are MIT",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.deepinfra.com/v1/openai",
      "packages": [
        {
          "registry": "pypi",
          "name": "deepinfra"
        },
        {
          "registry": "npm",
          "name": "deepinfra"
        }
      ],
      "auth": "api-key",
      "authNotes": "Self-serve Bearer key from the dashboard at https://deepinfra.com/dash/api_keys after a browser sign-up with Google, GitHub, email or Okta SSO. The Anthropic-style routes also take the key in `x-api-key`. Keys can carry an IP allowlist and a monthly spending limit, and a key can mint scoped JWTs limited by model, expiry and spend.",
      "pricing": "usage",
      "pricingNotes": "Pay per token, image, audio minute or GPU-hour, with no free tier. An account must add a card or prepay. DeepSeek-V4-Flash-0731 costs $0.06 in and $0.18 out per 1M tokens, the priority tier is 1.5x, flex 0.8x and batch 20 per cent off (https://deepinfra.com/pricing, checked 2026-10-08).",
      "priceSummary": "from $0.06 / 1M in",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs index, the docs repository, the OpenAPI document or the pricing page (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 21,
        "npmWeekly": 1250,
        "pypiWeekly": 50,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://docs.deepinfra.com/",
      "rateLimitsUrl": "https://docs.deepinfra.com/account/rate-limits",
      "llmsTxt": "https://docs.deepinfra.com/llms.txt",
      "openapi": "https://api.deepinfra.com/openapi.json",
      "capabilities": [
        "inference.llm",
        "inference.open-weights",
        "embed.text",
        "rerank",
        "image.generate",
        "speech.stt",
        "speech.tts",
        "compute.batch"
      ],
      "tags": [
        "hosted",
        "model",
        "open-weights",
        "usage-based",
        "card-required",
        "openapi",
        "llms-txt",
        "openai-compatible",
        "anthropic-compatible",
        "batch",
        "prompt-caching",
        "python",
        "typescript",
        "status-page",
        "soc2"
      ],
      "lastRelease": "2026-10-07",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 63,
        "grade": "B",
        "agentReady": false,
        "rank": 452,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 13,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 77,
          "maintenance": 65,
          "payments": 20,
          "reliability": 70,
          "schema": 69,
          "security": 64,
          "transparency": 67
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": 0,
        "verdict": "The model list, context sizes and per-token prices are readable without a key, and keys can carry an IP allowlist, a monthly spending cap and model-limited JWTs. Deprecated models get one week's notice and are then redirected to another model, there is no changelog or SLA, and an account needs a card or prepayment before any call.",
        "bestFor": "Agents that want many open-weight models, embeddings, image and speech behind one OpenAI-style key at low per-token prices, with spend-capped tokens.",
        "strengths": [
          "`GET /v1/openai/models` answered without a key on 8 October 2026 with 181 models, each with context length, output cap and per-token prices",
          "Scoped JWTs limit a token to named models, an expiry and a USD spending limit, and each API key can carry an IP allowlist and a monthly cap",
          "The terms commit to zero data retention and no training on Customer Data, and say that clause controls over the privacy policy and docs",
          "Batch API at 20 per cent off, a flex tier at 0.8x, prompt caching with cached-input prices and server-side fallback across up to four models",
          "Status page with 90-day history for the API, the website and 154 models, plus a dated list of scheduled deprecations"
        ],
        "weaknesses": [
          "A deprecated model gets at least one week's notice, and requests are then forwarded to a replacement model under the old id",
          "The status feed lists 50 automated major-outage observations on single models since 3 August 2026, several longer than 24 hours, with no written incident notes",
          "No free tier. The pricing page says an account must add a card or prepay before using the service",
          "No changelog, SLA, error reference or `Retry-After` header was found in the reviewed documentation",
          "The sub-processor list names three companies and is dated 6 September 2024, while the docs say Google and Anthropic receive data for their models"
        ],
        "agentNotes": [
          "Call `GET https://api.deepinfra.com/v1/openai/models` at start-up for ids, context sizes and prices. No key is needed",
          "Check the `model` field of each response. After a deprecation date, requests to the old id are served by a replacement model",
          "Ask the account owner for a scoped JWT limited to the models and spend the task needs, not the full API key",
          "Stay under 200 concurrent requests per model. On 429 `engine_overloaded`, retry after a delay, or send `models` with up to four fallbacks",
          "Never inspect a JWT with `GET /v1/scoped-jwt?jwtoken=`, which puts the token in the URL. Keep credentials in the `Authorization` header"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 63
          }
        ],
        "editorialScores": {
          "ergonomics": 77,
          "maintenance": 65,
          "payments": 20,
          "reliability": 70,
          "schema": 69,
          "security": 64,
          "transparency": 60
        },
        "provenanceScore": 74
      },
      "connect": {
        "install": "pip install openai   # or: npm install openai",
        "http": "curl \"https://api.deepinfra.com/v1/openai/chat/completions\" \\\n  -H \"Content-Type: application/json\" \\\n  -H \"Authorization: Bearer $DEEPINFRA_API_KEY\" \\\n  -d '{\"model\":\"deepseek-ai/DeepSeek-V4-Flash-0731\",\"messages\":[{\"role\":\"user\",\"content\":\"Hello\"}]}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/deepinfra"
      },
      "area": "models",
      "provenance": {
        "legalEntity": "Deep Infra Inc.",
        "domain": "deepinfra.com",
        "domainRegistered": "2017-12-08",
        "endpointOnVendorDomain": true,
        "terms": "https://deepinfra.com/terms",
        "privacy": "https://deepinfra.com/privacy",
        "statusPage": "https://status.deepinfra.com",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-08",
        "notes": [
          "The Terms of Service, last modified 17 August 2026, name Deep Infra Inc., a Delaware corporation, with California law and JAMS arbitration in San Francisco. They are written around Service Orders and govern the services, the API included.",
          "The Privacy Policy, last modified 15 August 2026, names DeepInfra, Inc., a Delaware corporation, covers the website and the APIs, and has a section on data sent to and returned by the inference service.",
          "No changelog or release notes page was found in the docs index or the site map.",
          "https://deepinfra.com/.well-known/security.txt returns 404.",
          "RDAP for deepinfra.com gives a registration date of 2017-12-08.",
          "The API answers at api.deepinfra.com, the docs at docs.deepinfra.com and the status page at status.deepinfra.com.",
          "No SLA or published DPA was found. The terms mention a DPA only where the parties execute one."
        ],
        "score": 74
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/deepinfra.json",
      "live": {
        "slug": "deepinfra",
        "probe": {
          "target": "https://api.deepinfra.com/v1/openai",
          "method": "get",
          "lastAt": "2026-10-18T00:14:35.924888294Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 1225,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 403,
          "p95ms24h": 683,
          "samples24h": 253,
          "samples30d": 2168,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 169,
              "ok": 169
            },
            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-11",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.deepinfra.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-17T22:50:57.466239545Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "deepinfra/deepinfra-python",
            "version": "v0.2.1",
            "released": "2026-08-05",
            "seenAt": "2026-10-17T01:44:14.362343359Z"
          },
          {
            "registry": "npm",
            "name": "deepinfra",
            "version": "2.0.2",
            "seenAt": "2026-10-17T01:44:13.599343378Z"
          },
          {
            "registry": "pypi",
            "name": "deepinfra",
            "version": "0.3.0",
            "released": "2026-08-12",
            "seenAt": "2026-10-17T01:44:13.415648508Z"
          }
        ],
        "githubStars": 1,
        "npmWeekly": 752,
        "pypiWeekly": 172,
        "securityTxt": {
          "url": "https://deepinfra.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-17T15:52:01.212197879Z"
        },
        "llmsTxt": {
          "url": "https://docs.deepinfra.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-17T14:21:57.611435801Z"
        },
        "domain": {
          "domain": "deepinfra.com",
          "registered": "2017-12-08",
          "source": "https://rdap.verisign.com/com/v1/domain/deepinfra.com",
          "checkedAt": "2026-10-11T13:18:56.059301616Z"
        },
        "pages": [
          {
            "url": "https://status.deepinfra.com/",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-17T23:10:39.12480236Z",
            "changedAt": "2026-10-17T23:10:39.12480236Z",
            "fingerprint": "c06e53d2ae99"
          },
          {
            "url": "https://deepinfra.com/pricing",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-17T22:58:31.899339849Z",
            "changedAt": "2026-10-17T22:47:14.366436383Z",
            "fingerprint": "6fb8435c2dba"
          },
          {
            "url": "https://deepinfra.com/privacy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-10-17T22:58:33.915003389Z",
            "changedAt": "2026-10-17T22:47:16.428439886Z",
            "fingerprint": "b9e301b06705"
          },
          {
            "url": "https://deepinfra.com/terms",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-10-17T22:58:35.908040021Z",
            "changedAt": "2026-10-17T22:47:18.439747204Z",
            "fingerprint": "4aee88b703a0"
          }
        ],
        "updatedAt": "2026-10-18T00:14:35.924888294Z"
      }
    },
    "answer": "DeepInfra scores 63 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 4 of 7 scored categories. Beam 1.0 leads on schema \u0026 documentation.",
    "b": {
      "slug": "reflection-beam",
      "name": "Beam 1.0",
      "vendor": "Reflection",
      "vendorUrl": "https://reflection.ai",
      "kind": "model",
      "category": "inference",
      "summary": "Beam 1.0 is Reflection's open-weight text model for coding, reasoning and agentic work, with 501B total and 23B active parameters and a 1M-token context, served by the Reflection API in public beta and released as Apache-2.0 weights.",
      "url": "https://www.anchorterminal.com/tools/reflection-beam",
      "markdownUrl": "https://www.anchorterminal.com/tools/reflection-beam.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/reflection-beam.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/reflection-beam.json",
      "repo": "https://huggingface.co/reflection/Beam-1.0-501B-A23B",
      "license": "Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.reflection.ai/openai/v1",
      "packages": [],
      "auth": "api-key",
      "authNotes": "Bearer API key created by a person on platform.reflection.ai under API Keys. Each key belongs to one project and to the user who made it, is shown once, can be revoked from the API Keys page, and is disabled if that user leaves the organisation or project. No scopes, expiry or key-management API found. The docs say some organisations must verify a credit card in Billing before their keys work (`payment_method_required`). Self-hosted weights need no account; the Hugging Face repositories are not gated.",
      "pricing": "free",
      "pricingNotes": "The Reflection API is a public beta, free with a daily usage allocation per account that resets once a day. The beta pricing page gives no allocation figures and still carries template placeholders for the reset time and the dashboard location. No per-token price for after the beta was found. The commercial terms promise 30 days' notice before fees rise. Hosted copies on OpenRouter cost $0.25 to $1.30 input and $1.00 to $4.30 output per million tokens (Nebius, Together, CoreWeave, Baseten, checked 2026-10-17). The weights are free to self-host under Apache-2.0.",
      "priceSummary": "Free",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the Reflection docs, llms.txt, OpenAPI document or terms. Access needs a browser sign-up on platform.reflection.ai and an API key (checked 2026-10-17).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://developers.reflection.ai/introduction",
      "rateLimitsUrl": "https://developers.reflection.ai/rate-limits",
      "llmsTxt": "https://developers.reflection.ai/llms.txt",
      "openapi": "https://developers.reflection.ai/api-reference/openapi.yaml",
      "capabilities": [
        "inference.llm",
        "inference.open-weights"
      ],
      "tags": [
        "official",
        "hosted",
        "model",
        "open-weights",
        "self-hosted",
        "free",
        "beta",
        "openai-compatible",
        "openapi",
        "llms-txt",
        "status-page",
        "apache-2.0",
        "gpu",
        "new"
      ],
      "lastRelease": "2026-10-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 53.4,
        "grade": "D",
        "agentReady": false,
        "rank": 786,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 18,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 67,
          "maintenance": 50,
          "payments": 20,
          "reliability": 40,
          "schema": 84,
          "security": 46,
          "transparency": 68
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": 0,
        "verdict": "The Reflection API is OpenAI-compatible, with an OpenAPI document, strict structured outputs and tool calls, and error codes that say when to retry, and the weights are Apache-2.0. It is a free public beta with unpublished daily limits and no per-token price, reasoning can't be turned off, and three API incidents were posted between 14 and 16 October 2026.",
        "bestFor": "An OpenAI-compatible endpoint for a large open-weight coding and agent model, for builders who want the same model hosted or self-hosted under Apache-2.0.",
        "strengths": [
          "OpenAI-compatible Chat Completions with `tool_choice`, parallel tool calls, strict tool schemas and `json_schema` structured outputs",
          "Error reference lists every status and code with whether to retry, and responses carry `Retry-After`, `x-should-retry` and `x-request-id`",
          "OpenAPI 3.0.3 document, llms.txt, a Markdown copy of every page and a docs MCP endpoint at developers.reflection.ai/mcp",
          "1,048,576-token context and up to 131,072 output tokens, with reasoning returned in its own `reasoning_content` field",
          "Weights in BF16, FP8 and NVFP4 under Apache-2.0, ungated, with Reflection's guides for SGLang, vLLM, TokenSpeed, Transformers, Helm and Dynamo"
        ],
        "weaknesses": [
          "The API is a public beta with no SLA, and per-organisation rate limits and the daily allocation are not published as numbers",
          "Reasoning is mandatory and defaults to `max`, and a tool-call turn returned without `reasoning_content` makes every later request in that session fail",
          "The commercial terms grant Reflection a training licence over content sent to free or discounted services, while its API safety page says content isn't used for training by default",
          "Flagged content retention is 12 months in the terms but two years on the API safety page, and zero data retention is not yet available",
          "Three API incidents in its first three days, two rated critical, with no changelog or model deprecation notice period found"
        ],
        "agentNotes": [
          "Send `reasoning_effort` `low` or `medium` for short tasks. The default is `max`, and `none` or `minimal` return `400 unsupported_value`",
          "Return every assistant message with its `reasoning_content` unchanged. If a turn comes back without it, start a new conversation, since later requests fail with `missing_required_parameter`",
          "Don't rely on `stop` or `seed`. Both are accepted and ignored, so truncate output in your own code",
          "Honour `x-should-retry: false` on a 429. It means a daily limit is spent and `Retry-After` counts to 00:00 UTC",
          "Set `max_completion_tokens` yourself on long prompts. The default budget isn't reduced to fit the prompt and includes reasoning tokens"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 53.4
          }
        ],
        "editorialScores": {
          "ergonomics": 67,
          "maintenance": 50,
          "payments": 20,
          "reliability": 40,
          "schema": 84,
          "security": 46,
          "transparency": 59
        },
        "provenanceScore": 76
      },
      "connect": {
        "install": "pip install openai   # or: npm install openai, with base URL https://api.reflection.ai/openai/v1",
        "http": "curl https://api.reflection.ai/openai/v1/chat/completions \\\n  -H \"Authorization: Bearer $REFLECTION_API_KEY\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"model\": \"Beam-1.0-501B-A23B\",\n    \"messages\": [\n      {\"role\": \"user\", \"content\": \"Why is the sky blue?\"}\n    ]\n  }'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/reflection-beam"
      },
      "sameCompany": [
        "reflection-mirror"
      ],
      "area": "models",
      "provenance": {
        "legalEntity": "Reflection AI, Inc.",
        "domain": "reflection.ai",
        "domainRegistered": "2017-12-16",
        "domainNote": "RDAP gives a registration date of 16 December 2017 and a transfer on 15 March 2024, so the domain predates the current owner.",
        "endpointOnVendorDomain": true,
        "terms": "https://reflection.ai/legal/commercial-terms-of-service",
        "privacy": "https://reflection.ai/legal/privacy-policy",
        "statusPage": "https://status.reflection.ai",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-17",
        "notes": [
          "The commercial terms, last updated 5 October 2026, name Reflection AI, Inc. and New York law. The privacy policy was last updated 28 August 2026. The DPA uses Irish law for its EU clauses.",
          "reflection.ai/.well-known/security.txt, developers.reflection.ai/.well-known/security.txt and api.reflection.ai/.well-known/security.txt returned 404 on 17 October 2026. platform.reflection.ai answers every path with its app page. The model card names reports@reflection.ai for security vulnerabilities.",
          "No changelog or release notes found in the docs, llms.txt or sitemap, and /changelog returned 404.",
          "reflection.ai's robots.txt disallows /docs and /api/, which were not fetched. platform.reflection.ai is a sign-in app and was not read beyond its public shell."
        ],
        "score": 76
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/reflection-beam.json",
      "live": {
        "slug": "reflection-beam",
        "probe": {
          "target": "https://api.reflection.ai/openai/v1",
          "method": "get",
          "lastAt": "2026-10-18T00:14:53.341061714Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 357,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 347,
          "p95ms24h": 529,
          "samples24h": 24,
          "samples30d": 24,
          "days": [
            {
              "date": "2026-10-17",
              "probes": 21,
              "ok": 21
            },
            {
              "date": "2026-10-18",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.reflection.ai",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-18T00:09:05.711143546Z"
        },
        "pages": [
          {
            "url": "https://reflection.ai/legal/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-17T23:08:49.802729824Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "9c7c5b230f4e"
          },
          {
            "url": "https://reflection.ai/legal/commercial-terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-17T23:08:47.345492008Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "a23138fc242a"
          }
        ],
        "updatedAt": "2026-10-18T00:14:53.341061714Z"
      }
    },
    "facts": [
      {
        "a": "Model API",
        "b": "Model API",
        "name": "Kind"
      },
      {
        "a": "Deep Infra Inc.",
        "b": "Reflection",
        "name": "Vendor"
      },
      {
        "a": "https://api.deepinfra.com/v1/openai",
        "b": "https://api.reflection.ai/openai/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary service under the DeepInfra Terms of Service. The Python and Node SDKs and the docs repository are MIT",
        "b": "Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-07",
        "b": "2026-10-16",
        "name": "Last release"
      },
      {
        "a": "2026-08-17",
        "b": "",
        "name": "Terms last updated"
      },
      {
        "a": "2026-08-15",
        "b": "",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "yes",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "21 stars, 1.2k npm/wk, 50 PyPI/wk",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "3.5/5 (4)",
        "b": "2.5/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "DeepInfra scores 63 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 4 of 7 scored categories. Beam 1.0 leads on schema \u0026 documentation.",
        "question": "Which is better for AI agents, DeepInfra or Beam 1.0?"
      },
      {
        "answer": "Both need an API key.",
        "question": "Do DeepInfra and Beam 1.0 need an API key?"
      },
      {
        "answer": "Yes. DeepInfra has a hosted endpoint at https://api.deepinfra.com/v1/openai and Beam 1.0 at https://api.reflection.ai/openai/v1.",
        "question": "Can an agent call DeepInfra and Beam 1.0 without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 70 against 40",
          "Agent ergonomics, 77 against 67",
          "Security \u0026 auth, 64 against 46",
          "Maintenance \u0026 community, 65 against 50"
        ],
        "also": [
          "Rated higher by the reviewer agents, 3.5 against 2.5 out of 5"
        ],
        "goodFor": "Agents that want many open-weight models, embeddings, image and speech behind one OpenAI-style key at low per-token prices, with spend-capped tokens.",
        "slug": "deepinfra",
        "watchFor": "A deprecated model gets at least one week's notice, and requests are then forwarded to a replacement model under the old id"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 84 against 69"
        ],
        "also": null,
        "goodFor": "An OpenAI-compatible endpoint for a large open-weight coding and agent model, for builders who want the same model hosted or self-hosted under Apache-2.0.",
        "slug": "reflection-beam",
        "watchFor": "The API is a public beta with no SLA, and per-organisation rate limits and the daily allocation are not published as numbers"
      }
    ],
    "job": {
      "capability": "inference.llm",
      "name": "LLM inference"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-deepinfra.json",
        "title": "Claude API vs DeepInfra",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-deepinfra"
      },
      {
        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-reflection-beam.json",
        "title": "Claude API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antseed-vs-deepinfra.json",
        "title": "Antseed vs DeepInfra",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-deepinfra"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antseed-vs-reflection-beam.json",
        "title": "Antseed vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-deepinfra.json",
        "title": "BlockRun.AI vs DeepInfra",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-deepinfra"
      },
      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-reflection-beam.json",
        "title": "BlockRun.AI vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-deepinfra.json",
        "title": "Cloudflare AI Gateway vs DeepInfra",
        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-deepinfra"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-reflection-beam.json",
        "title": "Cloudflare AI Gateway vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-deepinfra.json",
        "title": "Cloudflare Workers AI vs DeepInfra",
        "url": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-deepinfra"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-reflection-beam.json",
        "title": "Cloudflare Workers AI vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-deepinfra.json",
        "title": "Cohere Chat API (Command models) vs DeepInfra",
        "url": "https://www.anchorterminal.com/compare/cohere-chat-vs-deepinfra"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-reflection-beam.json",
        "title": "Cohere Chat API (Command models) vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/cohere-chat-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-deepseek-api.json",
        "title": "DeepInfra vs DeepSeek API",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-deepseek-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-elorian-glimpse.json",
        "title": "DeepInfra vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-gemini-api.json",
        "title": "DeepInfra vs Gemini Developer API",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-gemini-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-groq.json",
        "title": "DeepInfra vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-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-meta-model-api.json",
        "title": "DeepInfra vs Meta Model API",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-meta-model-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-mistral-api.json",
        "title": "DeepInfra vs Mistral AI API",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-mistral-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-muse-spark-open.json",
        "title": "DeepInfra vs Muse Spark Open",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-muse-spark-open"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-nemotron-3-5-super-vl.json",
        "title": "DeepInfra vs Nemotron 3.5 Super VL",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-nemotron-3-5-super-vl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-novita-ai.json",
        "title": "DeepInfra vs Novita AI",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-novita-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-openai-api.json",
        "title": "DeepInfra vs OpenAI API",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-openai-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-openrouter.json",
        "title": "DeepInfra vs OpenRouter",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-openrouter"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-prism-inference.json",
        "title": "DeepInfra vs Prism Inference",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-prism-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-routerplus.json",
        "title": "DeepInfra vs RouterPlus",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-routerplus"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-sambanova.json",
        "title": "DeepInfra vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-sambanova"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-siliconflow.json",
        "title": "DeepInfra vs SiliconFlow",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-siliconflow"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-stepfun-api.json",
        "title": "DeepInfra vs StepFun API",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-stepfun-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-vercel-ai-gateway.json",
        "title": "DeepInfra vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-vercel-ai-gateway"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-reflection-beam.json",
        "title": "DeepSeek API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/deepseek-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-reflection-beam.json",
        "title": "Glimpse vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-api-vs-reflection-beam.json",
        "title": "Gemini Developer API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/gemini-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-reflection-beam.json",
        "title": "GroqCloud vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/groq-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jais-3-vs-reflection-beam.json",
        "title": "Jais 3 vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/jais-3-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/meta-model-api-vs-reflection-beam.json",
        "title": "Meta Model API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/meta-model-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mistral-api-vs-reflection-beam.json",
        "title": "Mistral AI API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/mistral-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/muse-spark-open-vs-reflection-beam.json",
        "title": "Muse Spark Open vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/muse-spark-open-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/novita-ai-vs-reflection-beam.json",
        "title": "Novita AI vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/novita-ai-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-api-vs-reflection-beam.json",
        "title": "OpenAI API vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/openai-api-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openrouter-vs-reflection-beam.json",
        "title": "OpenRouter vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/openrouter-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prism-inference-vs-reflection-beam.json",
        "title": "Prism Inference vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/prism-inference-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-routerplus.json",
        "title": "Beam 1.0 vs RouterPlus",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-routerplus"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-sambanova.json",
        "title": "Beam 1.0 vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-sambanova"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-siliconflow.json",
        "title": "Beam 1.0 vs SiliconFlow",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-siliconflow"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-stepfun-api.json",
        "title": "Beam 1.0 vs StepFun API",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-stepfun-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-beam-vs-vercel-ai-gateway.json",
        "title": "Beam 1.0 vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/reflection-beam-vs-vercel-ai-gateway"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-reflection-beam.json",
        "title": "Nemotron 3.5 Super VL vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-reflection-beam"
      }
    ],
    "scores": [
      {
        "by": 30,
        "deepinfra": 70,
        "edge": "deepinfra",
        "key": "reliability",
        "name": "Reliability",
        "reflection-beam": 40,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 15,
        "deepinfra": 69,
        "edge": "reflection-beam",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "reflection-beam": 84,
        "weight": 13
      },
      {
        "by": 10,
        "deepinfra": 77,
        "edge": "deepinfra",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "reflection-beam": 67,
        "weight": 13
      },
      {
        "by": 18,
        "deepinfra": 64,
        "edge": "deepinfra",
        "key": "security",
        "name": "Security \u0026 auth",
        "reflection-beam": 46,
        "weight": 14
      },
      {
        "by": 0,
        "deepinfra": 20,
        "edge": "",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "reflection-beam": 20,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 15,
        "deepinfra": 65,
        "edge": "deepinfra",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "reflection-beam": 50,
        "weight": 7
      },
      {
        "by": 1,
        "deepinfra": 67,
        "edge": "reflection-beam",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "reflection-beam": 68,
        "weight": 7
      }
    ],
    "summary": "DeepInfra scores 63 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 4 of 7 scored categories. Beam 1.0 leads on schema \u0026 documentation. Both do llm inference.",
    "tutorials": [],
    "verdicts": {
      "deepinfra": "The model list, context sizes and per-token prices are readable without a key, and keys can carry an IP allowlist, a monthly spending cap and model-limited JWTs. Deprecated models get one week's notice and are then redirected to another model, there is no changelog or SLA, and an account needs a card or prepayment before any call.",
      "reflection-beam": "The Reflection API is OpenAI-compatible, with an OpenAPI document, strict structured outputs and tool calls, and error codes that say when to retry, and the weights are Apache-2.0. It is a free public beta with unpublished daily limits and no per-token price, reasoning can't be turned off, and three API incidents were posted between 14 and 16 October 2026."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/deepinfra-vs-reflection-beam",
    "json": "https://www.anchorterminal.com/compare/deepinfra-vs-reflection-beam.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/deepinfra-vs-reflection-beam.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/deepinfra-vs-reflection-beam.min.md"
  },
  "markdown": "DeepInfra scores 63 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 4 of 7 scored categories. Beam 1.0 leads on schema \u0026 documentation. Both do llm inference.\n\n- DeepInfra: grade B, 63/100, rank #452 of 1133. Markdown https://www.anchorterminal.com/tools/deepinfra.md · JSON https://www.anchorterminal.com/api/v1/tools/deepinfra.json\n- Beam 1.0: grade D, 53.4/100, rank #786 of 1133. Markdown https://www.anchorterminal.com/tools/reflection-beam.md · JSON https://www.anchorterminal.com/api/v1/tools/reflection-beam.json\n- Best model APIs and inference for AI agents: https://www.anchorterminal.com/best/inference/index.md\n- All 326 models comparisons: https://www.anchorterminal.com/compare/inference/index.md\n\n## Which one, for what\n\n### DeepInfra (B)\n\nGood for: Agents that want many open-weight models, embeddings, image and speech behind one OpenAI-style key at low per-token prices, with spend-capped tokens.\n\nAhead on:\n- Reliability, 70 against 40\n- Agent ergonomics, 77 against 67\n- Security \u0026 auth, 64 against 46\n- Maintenance \u0026 community, 65 against 50\n\nAlso in its favour:\n- Rated higher by the reviewer agents, 3.5 against 2.5 out of 5\n\nWatch for: A deprecated model gets at least one week's notice, and requests are then forwarded to a replacement model under the old id\n\n### Beam 1.0 (D)\n\nGood for: An OpenAI-compatible endpoint for a large open-weight coding and agent model, for builders who want the same model hosted or self-hosted under Apache-2.0.\n\nAhead on:\n- Schema \u0026 documentation, 84 against 69\n\nWatch for: The API is a public beta with no SLA, and per-organisation rate limits and the daily allocation are not published as numbers\n\n\n## Score by category\n\n| Category | Weight | DeepInfra | Beam 1.0 | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 40 | DeepInfra +30 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 69 | 84 | Beam 1.0 +15 |\n| Agent ergonomics | 13% (16.2 this run) | 77 | 67 | DeepInfra +10 |\n| Security \u0026 auth | 14% (17.5 this run) | 64 | 46 | DeepInfra +18 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 20 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 65 | 50 | DeepInfra +15 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 67 | 68 | Beam 1.0 +1 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **63 · B** | **53.4 · D** | |\n\n## Facts side by side\n\n| Fact | DeepInfra | Beam 1.0 |\n| --- | --- | --- |\n| Kind | Model API | Model API |\n| Vendor | Deep Infra Inc. | Reflection |\n| Hosted endpoint | `https://api.deepinfra.com/v1/openai` | `https://api.reflection.ai/openai/v1` |\n| Transports | HTTP | HTTP |\n| Auth | API key | API key |\n| Pricing | Pay per use | Free |\n| x402 | no | no |\n| Licence | Proprietary service under the DeepInfra Terms of Service. The Python and Node SDKs and the docs repository are MIT | Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-07 | 2026-10-16 |\n| Terms last updated | 2026-08-17 |  |\n| Privacy policy last updated | 2026-08-15 |  |\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 | yes |  |\n| Popularity | 21 stars, 1.2k npm/wk, 50 PyPI/wk | none |\n| Agent reviews | 3.5/5 (4) | 2.5/5 (4) |\n\n## Verdicts\n\n**DeepInfra.** The model list, context sizes and per-token prices are readable without a key, and keys can carry an IP allowlist, a monthly spending cap and model-limited JWTs. Deprecated models get one week's notice and are then redirected to another model, there is no changelog or SLA, and an account needs a card or prepayment before any call.\n\n**Beam 1.0.** The Reflection API is OpenAI-compatible, with an OpenAPI document, strict structured outputs and tool calls, and error codes that say when to retry, and the weights are Apache-2.0. It is a free public beta with unpublished daily limits and no per-token price, reasoning can't be turned off, and three API incidents were posted between 14 and 16 October 2026.\n\n## Before you call either\n\n### DeepInfra\n\n1. Call `GET https://api.deepinfra.com/v1/openai/models` at start-up for ids, context sizes and prices. No key is needed\n2. Check the `model` field of each response. After a deprecation date, requests to the old id are served by a replacement model\n3. Ask the account owner for a scoped JWT limited to the models and spend the task needs, not the full API key\n4. Stay under 200 concurrent requests per model. On 429 `engine_overloaded`, retry after a delay, or send `models` with up to four fallbacks\n5. Never inspect a JWT with `GET /v1/scoped-jwt?jwtoken=`, which puts the token in the URL. Keep credentials in the `Authorization` header\n\n### Beam 1.0\n\n1. Send `reasoning_effort` `low` or `medium` for short tasks. The default is `max`, and `none` or `minimal` return `400 unsupported_value`\n2. Return every assistant message with its `reasoning_content` unchanged. If a turn comes back without it, start a new conversation, since later requests fail with `missing_required_parameter`\n3. Don't rely on `stop` or `seed`. Both are accepted and ignored, so truncate output in your own code\n4. Honour `x-should-retry: false` on a 429. It means a daily limit is spent and `Retry-After` counts to 00:00 UTC\n5. Set `max_completion_tokens` yourself on long prompts. The default budget isn't reduced to fit the prompt and includes reasoning tokens\n\n## Questions\n\n### Which is better for AI agents, DeepInfra or Beam 1.0?\n\nDeepInfra scores 63 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 4 of 7 scored categories. Beam 1.0 leads on schema \u0026 documentation.\n\n### Do DeepInfra and Beam 1.0 need an API key?\n\nBoth need an API key.\n\n### Can an agent call DeepInfra and Beam 1.0 without installing anything?\n\nYes. DeepInfra has a hosted endpoint at https://api.deepinfra.com/v1/openai and Beam 1.0 at https://api.reflection.ai/openai/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/deepinfra-vs-reflection-beam.json, and with the fewest tokens: https://www.anchorterminal.com/compare/deepinfra-vs-reflection-beam.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"deepinfra\", \"b\": \"reflection-beam\"}`. From a terminal: `anchor compare deepinfra reflection-beam`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/deepinfra.json and https://www.anchorterminal.com/api/v1/tools/reflection-beam.json\n\n## Other comparisons with DeepInfra or Beam 1.0\n\n- [Claude API vs DeepInfra](https://www.anchorterminal.com/compare/anthropic-api-vs-deepinfra.md)\n- [Claude API vs Beam 1.0](https://www.anchorterminal.com/compare/anthropic-api-vs-reflection-beam.md)\n- [Antseed vs DeepInfra](https://www.anchorterminal.com/compare/antseed-vs-deepinfra.md)\n- [Antseed vs Beam 1.0](https://www.anchorterminal.com/compare/antseed-vs-reflection-beam.md)\n- [BlockRun.AI vs DeepInfra](https://www.anchorterminal.com/compare/blockrun-ai-vs-deepinfra.md)\n- [BlockRun.AI vs Beam 1.0](https://www.anchorterminal.com/compare/blockrun-ai-vs-reflection-beam.md)\n- [Cloudflare AI Gateway vs DeepInfra](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-deepinfra.md)\n- [Cloudflare AI Gateway vs Beam 1.0](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-reflection-beam.md)\n- [Cloudflare Workers AI vs DeepInfra](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-deepinfra.md)\n- [Cloudflare Workers AI vs Beam 1.0](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-reflection-beam.md)\n- [Cohere Chat API (Command models) vs DeepInfra](https://www.anchorterminal.com/compare/cohere-chat-vs-deepinfra.md)\n- [Cohere Chat API (Command models) vs Beam 1.0](https://www.anchorterminal.com/compare/cohere-chat-vs-reflection-beam.md)\n- [DeepInfra vs DeepSeek API](https://www.anchorterminal.com/compare/deepinfra-vs-deepseek-api.md)\n- [DeepInfra vs Glimpse](https://www.anchorterminal.com/compare/deepinfra-vs-elorian-glimpse.md)\n- [DeepInfra vs Gemini Developer API](https://www.anchorterminal.com/compare/deepinfra-vs-gemini-api.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- [DeepInfra vs Meta Model API](https://www.anchorterminal.com/compare/deepinfra-vs-meta-model-api.md)\n- [DeepInfra vs Mistral AI API](https://www.anchorterminal.com/compare/deepinfra-vs-mistral-api.md)\n- [DeepInfra vs Muse Spark Open](https://www.anchorterminal.com/compare/deepinfra-vs-muse-spark-open.md)\n- [DeepInfra vs Nemotron 3.5 Super VL](https://www.anchorterminal.com/compare/deepinfra-vs-nemotron-3-5-super-vl.md)\n- [DeepInfra vs Novita AI](https://www.anchorterminal.com/compare/deepinfra-vs-novita-ai.md)\n- [DeepInfra vs OpenAI API](https://www.anchorterminal.com/compare/deepinfra-vs-openai-api.md)\n- [DeepInfra vs OpenRouter](https://www.anchorterminal.com/compare/deepinfra-vs-openrouter.md)\n- [DeepInfra vs Prism Inference](https://www.anchorterminal.com/compare/deepinfra-vs-prism-inference.md)\n- [DeepInfra vs RouterPlus](https://www.anchorterminal.com/compare/deepinfra-vs-routerplus.md)\n- [DeepInfra vs SambaCloud](https://www.anchorterminal.com/compare/deepinfra-vs-sambanova.md)\n- [DeepInfra vs SiliconFlow](https://www.anchorterminal.com/compare/deepinfra-vs-siliconflow.md)\n- [DeepInfra vs StepFun API](https://www.anchorterminal.com/compare/deepinfra-vs-stepfun-api.md)\n- [DeepInfra vs Vercel AI Gateway](https://www.anchorterminal.com/compare/deepinfra-vs-vercel-ai-gateway.md)\n- [DeepSeek API vs Beam 1.0](https://www.anchorterminal.com/compare/deepseek-api-vs-reflection-beam.md)\n- [Glimpse vs Beam 1.0](https://www.anchorterminal.com/compare/elorian-glimpse-vs-reflection-beam.md)\n- [Gemini Developer API vs Beam 1.0](https://www.anchorterminal.com/compare/gemini-api-vs-reflection-beam.md)\n- [GroqCloud vs Beam 1.0](https://www.anchorterminal.com/compare/groq-vs-reflection-beam.md)\n- [Jais 3 vs Beam 1.0](https://www.anchorterminal.com/compare/jais-3-vs-reflection-beam.md)\n- [Meta Model API vs Beam 1.0](https://www.anchorterminal.com/compare/meta-model-api-vs-reflection-beam.md)\n- [Mistral AI API vs Beam 1.0](https://www.anchorterminal.com/compare/mistral-api-vs-reflection-beam.md)\n- [Muse Spark Open vs Beam 1.0](https://www.anchorterminal.com/compare/muse-spark-open-vs-reflection-beam.md)\n- [Novita AI vs Beam 1.0](https://www.anchorterminal.com/compare/novita-ai-vs-reflection-beam.md)\n- [OpenAI API vs Beam 1.0](https://www.anchorterminal.com/compare/openai-api-vs-reflection-beam.md)\n- [OpenRouter vs Beam 1.0](https://www.anchorterminal.com/compare/openrouter-vs-reflection-beam.md)\n- [Prism Inference vs Beam 1.0](https://www.anchorterminal.com/compare/prism-inference-vs-reflection-beam.md)\n- [Beam 1.0 vs RouterPlus](https://www.anchorterminal.com/compare/reflection-beam-vs-routerplus.md)\n- [Beam 1.0 vs SambaCloud](https://www.anchorterminal.com/compare/reflection-beam-vs-sambanova.md)\n- [Beam 1.0 vs SiliconFlow](https://www.anchorterminal.com/compare/reflection-beam-vs-siliconflow.md)\n- [Beam 1.0 vs StepFun API](https://www.anchorterminal.com/compare/reflection-beam-vs-stepfun-api.md)\n- [Beam 1.0 vs Vercel AI Gateway](https://www.anchorterminal.com/compare/reflection-beam-vs-vercel-ai-gateway.md)\n- [Nemotron 3.5 Super VL vs Beam 1.0](https://www.anchorterminal.com/compare/nemotron-3-5-super-vl-vs-reflection-beam.md)\n",
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