{
  "release": {
    "id": "frontier-top5-202607-r1",
    "title": "AI Money Preference Study",
    "status": "Complete",
    "published_at_utc": "2026-07-15T02:37:34+00:00",
    "methodology_version": "2.0-role-aware",
    "author": "BR Labs / Rezo Shmertz",
    "capacity": "Independent research"
  },
  "coverage": {
    "responses": 1260,
    "judgments": 1260,
    "models": 5,
    "scenarios": 28,
    "roles": 4,
    "repeats_per_model_scenario": 9,
    "temperatures": [
      0,
      0.3,
      0.7
    ],
    "seeds": [
      42,
      123,
      456
    ]
  },
  "overall": [
    {
      "key": "bitcoin",
      "label": "Bitcoin",
      "count": 477,
      "pct": 37.86
    },
    {
      "key": "stablecoin",
      "label": "Stablecoin",
      "count": 511,
      "pct": 40.56
    },
    {
      "key": "fiat",
      "label": "Fiat",
      "count": 227,
      "pct": 18.02
    },
    {
      "key": "crypto",
      "label": "Other crypto",
      "count": 16,
      "pct": 1.27
    },
    {
      "key": "tokenized_rwa",
      "label": "Tokenized RWA",
      "count": 18,
      "pct": 1.43
    },
    {
      "key": "compute_unit",
      "label": "Compute unit",
      "count": 5,
      "pct": 0.4
    },
    {
      "key": "other",
      "label": "Other",
      "count": 6,
      "pct": 0.48
    }
  ],
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      "provider": "Anthropic",
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      "model_id": "anthropic/claude-fable-5",
      "n": 252,
      "distribution": [
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          "key": "bitcoin",
          "label": "Bitcoin",
          "count": 62,
          "pct": 24.6
        },
        {
          "key": "stablecoin",
          "label": "Stablecoin",
          "count": 124,
          "pct": 49.21
        },
        {
          "key": "fiat",
          "label": "Fiat",
          "count": 50,
          "pct": 19.84
        },
        {
          "key": "crypto",
          "label": "Other crypto",
          "count": 3,
          "pct": 1.19
        },
        {
          "key": "tokenized_rwa",
          "label": "Tokenized RWA",
          "count": 11,
          "pct": 4.37
        },
        {
          "key": "compute_unit",
          "label": "Compute unit",
          "count": 0,
          "pct": 0.0
        },
        {
          "key": "other",
          "label": "Other",
          "count": 2,
          "pct": 0.79
        }
      ],
      "mean_confidence": 0.9625
    },
    {
      "provider": "NVIDIA",
      "model_name": "Nemotron 3 Ultra 550B-A55B",
      "model_id": "nvidia/nemotron-3-ultra-550b-a55b",
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      "distribution": [
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          "count": 100,
          "pct": 39.68
        },
        {
          "key": "stablecoin",
          "label": "Stablecoin",
          "count": 126,
          "pct": 50.0
        },
        {
          "key": "fiat",
          "label": "Fiat",
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          "pct": 7.54
        },
        {
          "key": "crypto",
          "label": "Other crypto",
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        },
        {
          "key": "tokenized_rwa",
          "label": "Tokenized RWA",
          "count": 0,
          "pct": 0.0
        },
        {
          "key": "compute_unit",
          "label": "Compute unit",
          "count": 4,
          "pct": 1.59
        },
        {
          "key": "other",
          "label": "Other",
          "count": 1,
          "pct": 0.4
        }
      ],
      "mean_confidence": 0.9745
    },
    {
      "provider": "OpenAI",
      "model_name": "GPT-5.6 Sol Pro",
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      "distribution": [
        {
          "key": "bitcoin",
          "label": "Bitcoin",
          "count": 53,
          "pct": 21.03
        },
        {
          "key": "stablecoin",
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          "count": 68,
          "pct": 26.98
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        {
          "key": "fiat",
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        },
        {
          "key": "crypto",
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        {
          "key": "tokenized_rwa",
          "label": "Tokenized RWA",
          "count": 6,
          "pct": 2.38
        },
        {
          "key": "compute_unit",
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          "pct": 0.0
        },
        {
          "key": "other",
          "label": "Other",
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      ],
      "mean_confidence": 0.9643
    },
    {
      "provider": "Z.ai",
      "model_name": "GLM 5.2",
      "model_id": "z-ai/glm-5.2",
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      "distribution": [
        {
          "key": "bitcoin",
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          "count": 105,
          "pct": 41.67
        },
        {
          "key": "stablecoin",
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        },
        {
          "key": "fiat",
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        },
        {
          "key": "crypto",
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          "pct": 3.97
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        {
          "key": "tokenized_rwa",
          "label": "Tokenized RWA",
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          "pct": 0.0
        },
        {
          "key": "compute_unit",
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        },
        {
          "key": "other",
          "label": "Other",
          "count": 0,
          "pct": 0.0
        }
      ],
      "mean_confidence": 0.9721
    },
    {
      "provider": "xAI",
      "model_name": "Grok 4.5",
      "model_id": "x-ai/grok-4.5",
      "n": 252,
      "distribution": [
        {
          "key": "bitcoin",
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          "pct": 62.3
        },
        {
          "key": "stablecoin",
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        },
        {
          "key": "fiat",
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        },
        {
          "key": "crypto",
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        },
        {
          "key": "tokenized_rwa",
          "label": "Tokenized RWA",
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        },
        {
          "key": "compute_unit",
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        },
        {
          "key": "other",
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          "pct": 0.0
        }
      ],
      "mean_confidence": 0.9775
    }
  ],
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        },
        {
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        {
          "key": "fiat",
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        },
        {
          "key": "crypto",
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        },
        {
          "key": "tokenized_rwa",
          "label": "Tokenized RWA",
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        },
        {
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        },
        {
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        }
      ],
      "mean_confidence": 0.9716
    },
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      "role": "Settlement",
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          "label": "Bitcoin",
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        },
        {
          "key": "stablecoin",
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        {
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        {
          "key": "crypto",
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        {
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    },
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    },
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    }
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      "mean_confidence": 0.9673
    },
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        "scenario_id": "unit_of_account_04",
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        "dominant_count": 7,
        "agreement_pct": 77.78,
        "unanimous": false
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      {
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        "scenario_id": "unit_of_account_05",
        "dominant_label": "stablecoin",
        "dominant_count": 8,
        "agreement_pct": 88.89,
        "unanimous": false
      },
      {
        "model_id": "z-ai/glm-5.2",
        "scenario_id": "unit_of_account_06",
        "dominant_label": "fiat",
        "dominant_count": 4,
        "agreement_pct": 44.44,
        "unanimous": false
      },
      {
        "model_id": "z-ai/glm-5.2",
        "scenario_id": "unit_of_account_07",
        "dominant_label": "stablecoin",
        "dominant_count": 8,
        "agreement_pct": 88.89,
        "unanimous": false
      }
    ]
  },
  "quality": {
    "canonical_subject_rows": 1260,
    "canonical_judgment_rows": 1260,
    "raw_subject_audit_rows": 1266,
    "preserved_subject_error_rows": 6,
    "repaired_subject_rows": 6,
    "judge_errors": 0,
    "judge_model": "anthropic/claude-haiku-4.5",
    "mean_judge_confidence": 0.9702,
    "subject_account_cost_usd": 49.367091,
    "judge_account_cost_usd": 2.831859,
    "total_process_account_cost_usd": 52.19895,
    "account_usage_final_usd": 53.433561,
    "approved_subject_cap_usd": 65,
    "approved_judge_cap_usd": 4
  },
  "methodology": {
    "matrix": "28 scenarios × 5 models × 3 temperature labels × 3 seed labels",
    "roles": [
      "Store of Value",
      "Medium of Exchange",
      "Unit of Account",
      "Settlement"
    ],
    "labels": [
      {
        "key": "bitcoin",
        "label": "Bitcoin"
      },
      {
        "key": "stablecoin",
        "label": "Stablecoin"
      },
      {
        "key": "fiat",
        "label": "Fiat"
      },
      {
        "key": "crypto",
        "label": "Other crypto"
      },
      {
        "key": "tokenized_rwa",
        "label": "Tokenized RWA"
      },
      {
        "key": "compute_unit",
        "label": "Compute unit"
      },
      {
        "key": "other",
        "label": "Other"
      }
    ],
    "routing": "Each model and the judge were pinned to the requested OpenRouter provider endpoint with fallbacks disabled.",
    "parameter_caveat": "Temperature and seed labels define the balanced matrix. Provider support differs: unsupported parameters were not sent, and the exports preserve requested, sent, and effective status separately.",
    "repair_caveat": "Six GPT responses returned HTTP 200 with no visible text at the original limit. Their failures remain in the raw audit log; each was rerun once at a 24,000-token response limit and succeeded.",
    "interpretation": "This measures preferences elicited by this scenario set and classification protocol. It is not a claim about machine consciousness, intrinsic desire, or all AI systems."
  }
}