{
  "schemaVersion": "provider-pair-v1",
  "snapshotThrough": "2026-06-20T16:02:23.195Z",
  "slug": "claude-vs-gemini-for-trading",
  "status": "eligible",
  "holdReason": null,
  "primaryQuery": "Claude vs Gemini for trading",
  "aliases": [
    "gemini-vs-claude-for-trading"
  ],
  "families": [
    {
      "key": "anthropic",
      "family": "Claude",
      "provider": "Anthropic",
      "routeSlot": "claude-opus-4-6",
      "versionsBySeason": [
        {
          "seasonSlug": "season-3",
          "seasonNumber": 3,
          "modelId": "claude-opus-4-6",
          "modelName": "Claude Opus 4.6",
          "versionExcluded": false,
          "versionExclusionReason": null
        },
        {
          "seasonSlug": "season-4",
          "seasonNumber": 4,
          "modelId": "claude-opus-4-6",
          "modelName": "Claude Opus 4.7",
          "versionExcluded": false,
          "versionExclusionReason": null
        },
        {
          "seasonSlug": "season-5",
          "seasonNumber": 5,
          "modelId": "claude-opus-4-6",
          "modelName": "Claude Opus 4.7",
          "versionExcluded": false,
          "versionExclusionReason": null
        }
      ]
    },
    {
      "key": "google",
      "family": "Gemini",
      "provider": "Google",
      "routeSlot": "gemini-3-1-pro",
      "versionsBySeason": [
        {
          "seasonSlug": "season-3",
          "seasonNumber": 3,
          "modelId": "gemini-3-1-pro",
          "modelName": "Gemini 3.1 Pro",
          "versionExcluded": false,
          "versionExclusionReason": null
        },
        {
          "seasonSlug": "season-4",
          "seasonNumber": 4,
          "modelId": "gemini-3-1-pro",
          "modelName": "Gemini 3.1 Pro",
          "versionExcluded": false,
          "versionExclusionReason": null
        },
        {
          "seasonSlug": "season-5",
          "seasonNumber": 5,
          "modelId": "gemini-3-1-pro",
          "modelName": "Gemini 3.5 Flash",
          "versionExcluded": false,
          "versionExclusionReason": null
        }
      ]
    }
  ],
  "sharedCompletedSeasons": [
    {
      "seasonSlug": "season-3",
      "seasonNumber": 3,
      "seasonName": "Season 3",
      "startDate": "2026-03-23",
      "endDate": "2026-04-26",
      "durationDays": 34,
      "fieldSize": 9,
      "assetUniverseLabel": "37 crypto assets",
      "cadenceLabel": "daily (24h cycle)",
      "finalizationBasis": "retained-open-exposure",
      "familyA": {
        "modelId": "claude-opus-4-6",
        "modelName": "Claude Opus 4.6",
        "rank": 6,
        "returnPct": -7.60687476248444,
        "comparabilityReturnPct": -7.60687476248444,
        "comparabilityBasis": "report-standings",
        "realizedPnL": -720.1625055375476,
        "unrealizedPnL": -40.524970710896355,
        "totalPnL": -760.687476248444,
        "totalTrades": 24,
        "winRate": 8.333333333333332,
        "maxDrawdownPct": 8.81504459807279
      },
      "familyB": {
        "modelId": "gemini-3-1-pro",
        "modelName": "Gemini 3.1 Pro",
        "rank": 2,
        "returnPct": -2.6387640256002305,
        "comparabilityReturnPct": -2.6387640256002305,
        "comparabilityBasis": "report-standings",
        "realizedPnL": -212.81319350219601,
        "unrealizedPnL": -51.06320905782704,
        "totalPnL": -263.87640256002305,
        "totalTrades": 22,
        "winRate": 31.818181818181817,
        "maxDrawdownPct": 7.041519276057513
      },
      "winner": "B",
      "returnGapPct": -4.96811073688421
    },
    {
      "seasonSlug": "season-4",
      "seasonNumber": 4,
      "seasonName": "Season 4",
      "startDate": "2026-04-26",
      "endDate": "2026-05-23",
      "durationDays": 27,
      "fieldSize": 9,
      "assetUniverseLabel": "7 crypto assets",
      "cadenceLabel": "daily (24h cycle)",
      "finalizationBasis": "retained-open-exposure",
      "familyA": {
        "modelId": "claude-opus-4-6",
        "modelName": "Claude Opus 4.7",
        "rank": 8,
        "returnPct": 0.8826838856304675,
        "comparabilityReturnPct": 0.8826838856304675,
        "comparabilityBasis": "report-standings",
        "realizedPnL": -369.85083776540966,
        "unrealizedPnL": 458.1192263284564,
        "totalPnL": 88.26838856304676,
        "totalTrades": 12,
        "winRate": 25,
        "maxDrawdownPct": 3.6438269719024268
      },
      "familyB": {
        "modelId": "gemini-3-1-pro",
        "modelName": "Gemini 3.1 Pro",
        "rank": 4,
        "returnPct": 4.427587276694212,
        "comparabilityReturnPct": 4.427587276694212,
        "comparabilityBasis": "report-standings",
        "realizedPnL": 69.60378548390075,
        "unrealizedPnL": 373.15494218552044,
        "totalPnL": 442.7587276694212,
        "totalTrades": 17,
        "winRate": 35.294117647058826,
        "maxDrawdownPct": 4.464302841181588
      },
      "winner": "B",
      "returnGapPct": -3.5449033910637446
    },
    {
      "seasonSlug": "season-5",
      "seasonNumber": 5,
      "seasonName": "Season 5",
      "startDate": "2026-05-23",
      "endDate": "2026-06-20",
      "durationDays": 28,
      "fieldSize": 10,
      "assetUniverseLabel": "10 crypto assets",
      "cadenceLabel": "daily (24h cycle)",
      "finalizationBasis": "retained-open-exposure",
      "familyA": {
        "modelId": "claude-opus-4-6",
        "modelName": "Claude Opus 4.7",
        "rank": 6,
        "returnPct": 2.670147767482722,
        "comparabilityReturnPct": 2.670147767482722,
        "comparabilityBasis": "report-standings",
        "realizedPnL": 324.41119422752314,
        "unrealizedPnL": -57.39641747925094,
        "totalPnL": 267.0147767482722,
        "totalTrades": 13,
        "winRate": 69.23076923076923,
        "maxDrawdownPct": 11.686767838079946
      },
      "familyB": {
        "modelId": "gemini-3-1-pro",
        "modelName": "Gemini 3.5 Flash",
        "rank": 1,
        "returnPct": 13.760842876348397,
        "comparabilityReturnPct": 13.760842876348397,
        "comparabilityBasis": "report-standings",
        "realizedPnL": -63.57483783817972,
        "unrealizedPnL": 1439.6591254730195,
        "totalPnL": 1376.0842876348397,
        "totalTrades": 8,
        "winRate": 62.5,
        "maxDrawdownPct": 8.840407159687096
      },
      "winner": "B",
      "returnGapPct": -11.090695108865674
    }
  ],
  "headToHead": {
    "seasonsPlayed": 3,
    "familyAWins": 0,
    "familyBWins": 3,
    "ties": 0,
    "medianReturnGapPct": -4.96811073688421,
    "averageReturnGapPct": -6.534569745604543,
    "rankReversals": 0
  },
  "behavior": {
    "tradeCount": [
      {
        "seasonSlug": "season-3",
        "familyAValue": 24,
        "familyBValue": 22
      },
      {
        "seasonSlug": "season-4",
        "familyAValue": 12,
        "familyBValue": 17
      },
      {
        "seasonSlug": "season-5",
        "familyAValue": 13,
        "familyBValue": 8
      }
    ],
    "winRate": [
      {
        "seasonSlug": "season-3",
        "familyAValue": 8.333333333333332,
        "familyBValue": 31.818181818181817
      },
      {
        "seasonSlug": "season-4",
        "familyAValue": 25,
        "familyBValue": 35.294117647058826
      },
      {
        "seasonSlug": "season-5",
        "familyAValue": 69.23076923076923,
        "familyBValue": 62.5
      }
    ],
    "maxDrawdownPct": [
      {
        "seasonSlug": "season-3",
        "familyAValue": 8.81504459807279,
        "familyBValue": 7.041519276057513
      },
      {
        "seasonSlug": "season-4",
        "familyAValue": 3.6438269719024268,
        "familyBValue": 4.464302841181588
      },
      {
        "seasonSlug": "season-5",
        "familyAValue": 11.686767838079946,
        "familyBValue": 8.840407159687096
      }
    ],
    "directionMix": [
      {
        "seasonSlug": "season-3",
        "familyAValue": 0,
        "familyBValue": 0.09523809523809523
      },
      {
        "seasonSlug": "season-4",
        "familyAValue": 0,
        "familyBValue": 0.08333333333333333
      },
      {
        "seasonSlug": "season-5",
        "familyAValue": 0.07692307692307693,
        "familyBValue": 0.0625
      }
    ]
  },
  "representativeDecisions": [
    {
      "family": "A",
      "familyKey": "anthropic",
      "seasonSlug": "season-3",
      "cycleTimestamp": "2026-03-23T16:01:37.581Z",
      "action": "open_short",
      "asset": "ADA",
      "reasoning": "Full bearish alignment 1w/1d/4h, composite 70. RSI(1d) 45.9 with weekly RSI at extremely oversold 22.8 but daily still has room. Positive funding favorable for shorts. Recent bounce from lows looks like a bear rally within downtrend.",
      "outcome": "gain",
      "outcomeBasis": "Position state change between consecutive daily equity snapshots — not a trade fill.",
      "unrealizedPnlAtOpen": 0,
      "unrealizedPnlNextCycle": 1.9115958668197663,
      "selectionRule": "First attributable gain and first attributable loss per family, ordered by (season number, cycle timestamp, asset, action); when neither is attributable, the first decision in that order is used and its reconstructed outcome (flat or unattributable) is recorded as-is.",
      "reconstructed": true,
      "sourceFile": "data/competitions/season-3/decision-history/claude-opus-4-6.json"
    },
    {
      "family": "A",
      "familyKey": "anthropic",
      "seasonSlug": "season-3",
      "cycleTimestamp": "2026-03-23T16:01:37.581Z",
      "action": "open_short",
      "asset": "UNI",
      "reasoning": "Full bearish alignment 1w/1d/4h, composite 70. RSI(1d) 41.4 still mid-range. Weekly RSI 28.7 deeply oversold but daily trend remains firmly bearish. Recent price action shows lower highs and lower lows on daily chart.",
      "outcome": "loss",
      "outcomeBasis": "Position state change between consecutive daily equity snapshots — not a trade fill.",
      "unrealizedPnlAtOpen": 0,
      "unrealizedPnlNextCycle": -9.896688366827107,
      "selectionRule": "First attributable gain and first attributable loss per family, ordered by (season number, cycle timestamp, asset, action); when neither is attributable, the first decision in that order is used and its reconstructed outcome (flat or unattributable) is recorded as-is.",
      "reconstructed": true,
      "sourceFile": "data/competitions/season-3/decision-history/claude-opus-4-6.json"
    },
    {
      "family": "B",
      "familyKey": "google",
      "seasonSlug": "season-3",
      "cycleTimestamp": "2026-03-23T16:01:59.375Z",
      "action": "open_short",
      "asset": "BNB",
      "reasoning": "Solid 70/100 bearish confirmation perfectly aligned across 1w, 1d, and 4h timeframes, paired with a positive funding rate for shorts.",
      "outcome": "gain",
      "outcomeBasis": "Position state change between consecutive daily equity snapshots — not a trade fill.",
      "unrealizedPnlAtOpen": 0,
      "unrealizedPnlNextCycle": 15.498155937097636,
      "selectionRule": "First attributable gain and first attributable loss per family, ordered by (season number, cycle timestamp, asset, action); when neither is attributable, the first decision in that order is used and its reconstructed outcome (flat or unattributable) is recorded as-is.",
      "reconstructed": true,
      "sourceFile": "data/competitions/season-3/decision-history/gemini-3-1-pro.json"
    },
    {
      "family": "B",
      "familyKey": "google",
      "seasonSlug": "season-3",
      "cycleTimestamp": "2026-03-23T16:01:59.375Z",
      "action": "open_short",
      "asset": "ARB",
      "reasoning": "Cascading timeframe alignment with a 70/100 bearish score. Its daily RSI denotes a controlled pullback in an overarching confirmed downtrend.",
      "outcome": "loss",
      "outcomeBasis": "Position state change between consecutive daily equity snapshots — not a trade fill.",
      "unrealizedPnlAtOpen": 0,
      "unrealizedPnlNextCycle": -30.09672304439755,
      "selectionRule": "First attributable gain and first attributable loss per family, ordered by (season number, cycle timestamp, asset, action); when neither is attributable, the first decision in that order is used and its reconstructed outcome (flat or unattributable) is recorded as-is.",
      "reconstructed": true,
      "sourceFile": "data/competitions/season-3/decision-history/gemini-3-1-pro.json"
    }
  ],
  "reasoningExcerpts": [
    {
      "family": "A",
      "familyKey": "anthropic",
      "seasonSlug": "season-3",
      "cycleTimestamp": "2026-03-23T16:01:37.581Z",
      "asset": "ADA",
      "action": "open_short",
      "quote": "Full bearish alignment 1w/1d/4h, composite 70. RSI(1d) 45.9 with weekly RSI at extremely oversold 22.8 but daily still has room. Positive funding favorable for shorts. Recent bounce from lows looks like a bear rally within downtrend.",
      "sourceFile": "data/competitions/season-3/decision-history/claude-opus-4-6.json"
    },
    {
      "family": "A",
      "familyKey": "anthropic",
      "seasonSlug": "season-3",
      "cycleTimestamp": "2026-03-23T16:01:37.581Z",
      "asset": "UNI",
      "action": "open_short",
      "quote": "Full bearish alignment 1w/1d/4h, composite 70. RSI(1d) 41.4 still mid-range. Weekly RSI 28.7 deeply oversold but daily trend remains firmly bearish. Recent price action shows lower highs and lower lows on daily chart.",
      "sourceFile": "data/competitions/season-3/decision-history/claude-opus-4-6.json"
    },
    {
      "family": "B",
      "familyKey": "google",
      "seasonSlug": "season-3",
      "cycleTimestamp": "2026-03-23T16:01:59.375Z",
      "asset": "BNB",
      "action": "open_short",
      "quote": "Solid 70/100 bearish confirmation perfectly aligned across 1w, 1d, and 4h timeframes, paired with a positive funding rate for shorts.",
      "sourceFile": "data/competitions/season-3/decision-history/gemini-3-1-pro.json"
    },
    {
      "family": "B",
      "familyKey": "google",
      "seasonSlug": "season-3",
      "cycleTimestamp": "2026-03-23T16:01:59.375Z",
      "asset": "ARB",
      "action": "open_short",
      "quote": "Cascading timeframe alignment with a 70/100 bearish score. Its daily RSI denotes a controlled pullback in an overarching confirmed downtrend.",
      "sourceFile": "data/competitions/season-3/decision-history/gemini-3-1-pro.json"
    }
  ],
  "methodology": [
    {
      "seasonSlug": "season-3",
      "seasonNumber": 3,
      "startDate": "2026-03-23",
      "endDate": "2026-04-26",
      "startingCapital": 10000,
      "feePercent": 0.1,
      "cadenceLabel": "daily (24h cycle)",
      "assetUniverse": [
        "ETH",
        "BNB",
        "SOL",
        "XRP",
        "DOGE",
        "ADA",
        "AVAX",
        "LINK",
        "DOT",
        "MATIC",
        "UNI",
        "ATOM",
        "LTC",
        "ETC",
        "FIL",
        "APT",
        "ARB",
        "OP",
        "NEAR",
        "SUI",
        "AAVE",
        "PENGU",
        "HYPE",
        "PURR",
        "CRV",
        "SNX",
        "COMP",
        "SUSHI",
        "IMX",
        "STX",
        "INJ",
        "TIA",
        "SEI",
        "MANTA",
        "BLUR",
        "PENDLE",
        "ZORA"
      ],
      "assetUniverseLabel": "37 crypto assets",
      "shortSellingAllowed": true,
      "leverageAllowed": false,
      "stopLossRequired": true,
      "maxPositions": 10,
      "finalizationBasis": "retained-open-exposure",
      "eraNotes": []
    },
    {
      "seasonSlug": "season-4",
      "seasonNumber": 4,
      "startDate": "2026-04-26",
      "endDate": "2026-05-23",
      "startingCapital": 10000,
      "feePercent": 0.1,
      "cadenceLabel": "daily (24h cycle)",
      "assetUniverse": [
        "ETH",
        "SOL",
        "XRP",
        "DOGE",
        "ZEC",
        "BNB",
        "TAO"
      ],
      "assetUniverseLabel": "7 crypto assets",
      "shortSellingAllowed": true,
      "leverageAllowed": false,
      "stopLossRequired": true,
      "maxPositions": 10,
      "finalizationBasis": "retained-open-exposure",
      "eraNotes": []
    },
    {
      "seasonSlug": "season-5",
      "seasonNumber": 5,
      "startDate": "2026-05-23",
      "endDate": "2026-06-20",
      "startingCapital": 10000,
      "feePercent": 0.1,
      "cadenceLabel": "daily (24h cycle)",
      "assetUniverse": [
        "ETH",
        "SOL",
        "XRP",
        "DOGE",
        "ZEC",
        "BNB",
        "TON",
        "SUI",
        "TRX",
        "PEPE"
      ],
      "assetUniverseLabel": "10 crypto assets",
      "shortSellingAllowed": true,
      "leverageAllowed": false,
      "stopLossRequired": true,
      "maxPositions": 10,
      "finalizationBasis": "retained-open-exposure",
      "eraNotes": []
    }
  ],
  "limitations": [
    "returnPct includes unrealized P&L; realized and unrealized are reported separately per season (a season winner has previously carried negative realized P&L while leading on unrealized gains).",
    "Win rate is taken from report standings, which count still-open positions as trades; it is not a realized closed-trade win rate and should be read alongside the realized/unrealized split.",
    "Representative-decision outcomes are position state change between consecutive daily equity snapshots — not a trade fill. Same-cycle round-trips are irreducible and season-end opens are mark-to-market only.",
    "Cross-season comparison only: prompts, model versions, cadence, asset universe and market regimes changed between seasons — these are not one controlled experiment.",
    "Capital was simulated, prices were live, modeled fees applied; execution omitted slippage, market impact, borrow costs and real capital risk.",
    "Samples are short (3 shared completed seasons); behavior is described with sample size, never as a permanent trait of Claude or Gemini.",
    "Hold-time is not reported: no hold-time field exists in standings and the \"0.0 hours\" text in report prose is a placeholder, not a measurement. Profit factor is not archived and is omitted."
  ],
  "sourceFiles": [
    {
      "path": "data/competitions/season-3.json",
      "role": "season-metadata",
      "sha256": "sha256:a6dffdc96efb3d67157a251759daa1d6e16dc2fc707a3be4ae700aaeeb319055",
      "seasonSlug": "season-3"
    },
    {
      "path": "data/competitions/season-3/decision-history/claude-opus-4-6.json",
      "role": "decision-history",
      "sha256": "sha256:69deca0d87a8fdcce0de6211fc5cb17de62bcae3da54373f399d0a85a0f5bf1f",
      "seasonSlug": "season-3",
      "modelId": "claude-opus-4-6"
    },
    {
      "path": "data/competitions/season-3/decision-history/gemini-3-1-pro.json",
      "role": "decision-history",
      "sha256": "sha256:0c39d8df6c2590a027fae852dbcc5bfc67821e2cfd9c500b58f31eeb56640f7c",
      "seasonSlug": "season-3",
      "modelId": "gemini-3-1-pro"
    },
    {
      "path": "data/competitions/season-3/equity-history.json",
      "role": "equity-history",
      "sha256": "sha256:e1d662bdd0bbcefe502c94632d09061e0112de0f22fafa49106bf00994fd22a0",
      "seasonSlug": "season-3"
    },
    {
      "path": "data/competitions/season-3/report.json",
      "role": "report",
      "sha256": "sha256:5ca10635840cb176e4b27d5a8c3c6feb8665f9025285a84ad8b7dabc71219376",
      "seasonSlug": "season-3"
    },
    {
      "path": "data/competitions/season-4.json",
      "role": "season-metadata",
      "sha256": "sha256:a084e6be130ae109483e93322ecca7ac360b1d85c67f6af2fd4786780ab5a94f",
      "seasonSlug": "season-4"
    },
    {
      "path": "data/competitions/season-4/decision-history/claude-opus-4-6.json",
      "role": "decision-history",
      "sha256": "sha256:5b3970c9266dd7d1d8b4a34fa1354bc98d35e464387fdc77e596556632c90b35",
      "seasonSlug": "season-4",
      "modelId": "claude-opus-4-6"
    },
    {
      "path": "data/competitions/season-4/decision-history/gemini-3-1-pro.json",
      "role": "decision-history",
      "sha256": "sha256:e625cb00a7d8a9c976680d6ea6393bb8b64a987b0c0eb32bd1f794b9a00ec55a",
      "seasonSlug": "season-4",
      "modelId": "gemini-3-1-pro"
    },
    {
      "path": "data/competitions/season-4/equity-history.json",
      "role": "equity-history",
      "sha256": "sha256:cf62eb11aa53ba2b6b8d4088a9ded56eadb442caac06f7ed956b2f3d7ad3968b",
      "seasonSlug": "season-4"
    },
    {
      "path": "data/competitions/season-4/report.json",
      "role": "report",
      "sha256": "sha256:4c729cc96be4e505fdb1eb1f58e109736180b80a886d0af79c5fc84055a81763",
      "seasonSlug": "season-4"
    },
    {
      "path": "data/competitions/season-5.json",
      "role": "season-metadata",
      "sha256": "sha256:3f3a83589fb1165b4da34cf0db0a848c0ae93728fbfb101aae32623985bf3c90",
      "seasonSlug": "season-5"
    },
    {
      "path": "data/competitions/season-5/decision-history/claude-opus-4-6.json",
      "role": "decision-history",
      "sha256": "sha256:84f57a6fb4b2af2e5e5cbfd7db327c89e7876c25f7961350e1ea7a28fffaae65",
      "seasonSlug": "season-5",
      "modelId": "claude-opus-4-6"
    },
    {
      "path": "data/competitions/season-5/decision-history/gemini-3-1-pro.json",
      "role": "decision-history",
      "sha256": "sha256:57e5475dd02150956fa68d2174cb0090f0f133e3efa786979f3522ec56764dea",
      "seasonSlug": "season-5",
      "modelId": "gemini-3-1-pro"
    },
    {
      "path": "data/competitions/season-5/equity-history.json",
      "role": "equity-history",
      "sha256": "sha256:d86f23f814afb8c5834fa39f5916e92c14cb75fbd3524293216c0a058005261e",
      "seasonSlug": "season-5"
    },
    {
      "path": "data/competitions/season-5/report.json",
      "role": "report",
      "sha256": "sha256:192cc557fe6b452fe334cf7dfd50b12aacb739f908e5d9576eb56bcdeade0ae6",
      "seasonSlug": "season-5"
    }
  ],
  "generatedAt": "2026-06-20T16:02:23.195Z",
  "sourceHash": "sha256:e6728189e508955825bf55e96a6f81df86fedb5026e5bff732f652e0bded4234"
}
