{
  "_provenance": {
    "rev": "litellm@2026-07-14#179affb",
    "pricesAsOf": "2026-07-14",
    "url": "https://tokentriage.com/models/deepseek-deepseek-v4-pro",
    "sources": {
      "pricing": "TokenTriage resolved price artifact (LiteLLM-derived) — the rates the product bills from",
      "capabilities": "LiteLLM model_prices_and_context_window.json (MIT © Berri AI)",
      "metadata": "models.dev (MIT)",
      "benchmarks": "Epoch AI — \"AI Benchmarking Hub\" (CC-BY (Epoch AI)); some rows carry an upstream leaderboard license (per benchmark.sourceLicense)",
      "elo": "LMArena — human-preference Elo (CC-BY-4.0); LMArena Leaderboard (lmarena.ai) — lmarena-ai/leaderboard-dataset on Hugging Face, CC BY 4.0.",
      "capabilitiesIndex": "Epoch AI — Capabilities Index (CC-BY (Epoch AI))",
      "modelFacts": "Epoch AI — Notable AI Models (CC-BY (Epoch AI))",
      "openWeightsSpec": "Hugging Face Hub — per-repo model license (SPDX where stated) · facts via HF API",
      "crosscheck": "models.dev v2 (MIT) · Portkey (MIT) · TrueFoundry (MIT) — capability fill + first-party price corroboration/conflict"
    },
    "honesty": "unknown is null, never 0. Free to reuse with attribution. Elo is human preference, not correctness; ECI is Epoch’s relative re-fit scale; both carry 95% CIs."
  },
  "id": "deepseek-deepseek-v4-pro",
  "key": "deepseek/deepseek-v4-pro",
  "name": "deepseek-v4-pro",
  "provider": "deepseek",
  "mode": "chat",
  "pricing": {
    "input": 4.35e-7,
    "output": 8.7e-7,
    "cacheRead": 3.625e-9,
    "cacheWrite": null,
    "cacheWrite5m": null,
    "cacheWrite1h": null,
    "reasoning": null,
    "batchInput": null,
    "batchOutput": null,
    "perImage": null,
    "perSecond": null,
    "perChar": null,
    "tiers": []
  },
  "context": {
    "maxInput": 1000000,
    "maxOutput": 8192
  },
  "costPerRequest_1kIn_500out_usd": 0.00087,
  "capabilities": {
    "functionCalling": "yes",
    "parallelToolCalls": "yes",
    "vision": "no",
    "structuredOutput": "yes",
    "reasoning": "unknown",
    "promptCaching": "yes",
    "streaming": "yes",
    "webSearch": "unknown",
    "pdfInput": "unknown",
    "audioInput": "unknown",
    "audioOutput": "unknown",
    "computerUse": "unknown"
  },
  "deprecated": null,
  "knowledgeCutoff": "2025-05",
  "releaseDate": "2026-04-24",
  "openWeights": true,
  "benchmarks": [
    {
      "id": "gpqa",
      "label": "GPQA Diamond",
      "desc": "graduate-level science reasoning",
      "domain": "reasoning",
      "score": 0.861952861952862,
      "source": "Epoch evaluations",
      "sourceLicense": "CC-BY (Epoch AI)",
      "optimized": true,
      "providerReported": false,
      "epochModel": "DeepSeek-V4-Pro",
      "date": "2026-04-24"
    },
    {
      "id": "simplebench",
      "label": "SimpleBench",
      "desc": "everyday reasoning (unsaturated)",
      "domain": "reasoning",
      "score": 0.5344,
      "source": "https://lmcouncil.ai/benchmarks",
      "sourceLicense": "CC-BY (Epoch AI)",
      "optimized": false,
      "providerReported": false,
      "epochModel": "DeepSeek-V4-Pro",
      "date": "2026-04-24"
    },
    {
      "id": "aime",
      "label": "AIME (OTIS mock)",
      "desc": "olympiad math",
      "domain": "math",
      "score": 0.9666332999666334,
      "source": "Epoch evaluations",
      "sourceLicense": "CC-BY (Epoch AI)",
      "optimized": true,
      "providerReported": false,
      "epochModel": "DeepSeek-V4-Pro",
      "date": "2026-04-24"
    },
    {
      "id": "swebench",
      "label": "SWE-Bench Verified",
      "desc": "resolves real GitHub issues (agentic)",
      "domain": "code",
      "score": 0.7763975155279503,
      "source": "Epoch evaluations",
      "sourceLicense": "CC-BY (Epoch AI)",
      "optimized": true,
      "providerReported": false,
      "epochModel": "DeepSeek-V4-Pro",
      "date": "2026-04-24"
    },
    {
      "id": "weirdml",
      "label": "WeirdML",
      "desc": "novel out-of-distribution ML coding",
      "domain": "code",
      "score": 0.489,
      "source": "https://htihle.github.io/weirdml.html",
      "sourceLicense": "CC-BY (Epoch AI)",
      "optimized": false,
      "providerReported": false,
      "epochModel": "DeepSeek-V4-Pro",
      "date": "2026-04-24"
    },
    {
      "id": "simpleqa",
      "label": "SimpleQA",
      "desc": "factual accuracy (higher = fewer hallucinations)",
      "domain": "factuality",
      "score": 0.57,
      "source": "Epoch evaluations",
      "sourceLicense": "CC-BY (Epoch AI)",
      "optimized": false,
      "providerReported": false,
      "epochModel": "DeepSeek-V4-Pro",
      "date": "2026-04-24"
    }
  ],
  "elo": {
    "overall": {
      "rating": 1457.1,
      "ciLow": 1452.8,
      "ciHigh": 1461.4,
      "rank": 48,
      "votes": 46848
    },
    "coding": {
      "rating": 1501.9,
      "ciLow": 1495.4,
      "ciHigh": 1508.4,
      "rank": 52,
      "votes": 13893
    },
    "hard": {
      "rating": 1479.9,
      "ciLow": 1474.9,
      "ciHigh": 1484.9,
      "rank": 45,
      "votes": 30986
    },
    "arenaModel": "deepseek-v4-pro",
    "match": "exact",
    "styleControl": true,
    "asOf": "2026-07-27",
    "source": "LMArena",
    "license": "CC-BY-4.0"
  },
  "capabilitiesIndex": {
    "score": 148.71,
    "ciLow": 146.83,
    "ciHigh": 151.12,
    "date": "2026-04-24",
    "org": "DeepSeek",
    "accessibility": "Open weights (unrestricted)",
    "eciModel": "DeepSeek-V4-Pro",
    "match": "exact",
    "isAnchor": false,
    "source": "Epoch AI",
    "license": "CC-BY (Epoch AI)"
  },
  "modelFacts": {
    "developer": "DeepSeek",
    "publicationDate": "2026-04-24",
    "params": 1600000000000,
    "paramsConfidence": "1.6T total, 49B active",
    "trainingComputeFlop": 9.702e+24,
    "accessibility": "Open weights (unrestricted)",
    "openWeights": true,
    "confidence": "Likely",
    "notableModel": "DeepSeek-V4-Pro",
    "match": "exact",
    "link": "https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro/blob/main/DeepSeek_V4.pdf",
    "source": "Epoch AI",
    "license": "CC-BY (Epoch AI)"
  },
  "openWeightsSpec": {
    "repo": "deepseek-ai/DeepSeek-V4-Pro",
    "paramsTotal": 1598839674782,
    "paramsByDtype": {
      "BF16": 2816899328,
      "I64": 2327040,
      "F32": 87776414,
      "F8_E4M3": 23169335296,
      "I8": 1572763336704
    },
    "activeParams": null,
    "architecture": "DeepseekV4ForCausalLM",
    "modelType": "deepseek_v4",
    "numExperts": null,
    "expertsPerTok": 6,
    "nativeDtype": "I8",
    "footprintBytes": 1601936192632,
    "preQuantized": true,
    "licenseId": "mit",
    "commercialUse": "yes",
    "asOf": "2026-07-30",
    "sourceUrl": "https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro",
    "sha": "b5968e9190ef611bbf34a7229255be88a0e937c1",
    "lastModified": "2026-06-22T12:12:50.000Z",
    "quantMethod": "fp8"
  },
  "capabilitiesCrosscheck": {
    "functionCalling": {
      "resolved": "yes",
      "corroborated": true,
      "sources": [
        {
          "name": "models.dev",
          "value": "yes",
          "asOf": "2026-07-29"
        }
      ]
    },
    "structuredOutput": {
      "resolved": "yes",
      "corroborated": true,
      "sources": [
        {
          "name": "models.dev",
          "value": "yes",
          "asOf": "2026-07-29"
        }
      ]
    },
    "vision": {
      "resolved": "no",
      "corroborated": true,
      "sources": [
        {
          "name": "models.dev",
          "value": "no",
          "asOf": "2026-07-29"
        }
      ]
    },
    "reasoning": {
      "resolved": "yes",
      "sources": [
        {
          "name": "models.dev",
          "value": "yes",
          "asOf": "2026-07-29"
        }
      ],
      "semantic": "models.dev marks a reasoning MODE; LiteLLM tracks billed reasoning tokens — these can differ."
    }
  },
  "priceCrosscheck": {
    "input": {
      "agree": [
        "models.dev",
        "Portkey"
      ],
      "conflict": []
    },
    "output": {
      "agree": [
        "models.dev",
        "Portkey"
      ],
      "conflict": []
    }
  },
  "embeddingQuality": null
}