{
  "version": "delegation-taxonomy-1.0",
  "judge": "gpt-5.6-luna",
  "judge_version": "luna-delegation-1.1",
  "start": "2026-09-03T00:00:00Z",
  "end": "2026-10-03T00:00:00Z",
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      "users": 378,
      "request_pct": 18.2718,
      "equal_user_pct": 14.3452,
      "user_reach_pct": 36.9501
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    {
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      "request_pct": 10.2289,
      "equal_user_pct": 11.3967,
      "user_reach_pct": 19.0616
    },
    {
      "id": "surveys_evaluations",
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      "request_pct": 9.3554,
      "equal_user_pct": 4.6288,
      "user_reach_pct": 9.2864
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    {
      "id": "travel_reservations",
      "label": "Travel & reservations",
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      "request_pct": 9.3102,
      "equal_user_pct": 1.2172,
      "user_reach_pct": 3.4213
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    {
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      "label": "Websites & software",
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      "users": 268,
      "request_pct": 7.7395,
      "equal_user_pct": 7.7988,
      "user_reach_pct": 26.1975
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    {
      "id": "insufficient_context",
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      "users": 539,
      "request_pct": 6.3968,
      "equal_user_pct": 14.857,
      "user_reach_pct": 52.6882
    },
    {
      "id": "job_search_apply",
      "label": "Job search & applications",
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      "users": 105,
      "request_pct": 6.2333,
      "equal_user_pct": 5.7071,
      "user_reach_pct": 10.2639
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      "id": "content_writing",
      "label": "Writing & publishing",
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      "users": 192,
      "request_pct": 5.3339,
      "equal_user_pct": 3.9099,
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    },
    {
      "id": "research_synthesis",
      "label": "Research & synthesis",
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      "users": 295,
      "request_pct": 5.1618,
      "equal_user_pct": 8.7089,
      "user_reach_pct": 28.8368
    },
    {
      "id": "forms_admin",
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      "request_pct": 4.3356,
      "equal_user_pct": 3.3015,
      "user_reach_pct": 12.3167
    },
    {
      "id": "sales_leads",
      "label": "Leads & prospect research",
      "requests": 1726,
      "users": 124,
      "request_pct": 3.7137,
      "equal_user_pct": 4.01,
      "user_reach_pct": 12.1212
    },
    {
      "id": "social_account_actions",
      "label": "Social account actions",
      "requests": 1458,
      "users": 123,
      "request_pct": 3.1371,
      "equal_user_pct": 3.1318,
      "user_reach_pct": 12.0235
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    {
      "id": "account_support",
      "label": "Accounts & support",
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      "users": 195,
      "request_pct": 3.0037,
      "equal_user_pct": 4.2317,
      "user_reach_pct": 19.0616
    },
    {
      "id": "shopping_comparison",
      "label": "Shopping & product comparison",
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      "users": 139,
      "request_pct": 2.1861,
      "equal_user_pct": 4.8573,
      "user_reach_pct": 13.5875
    },
    {
      "id": "media_design",
      "label": "Media & design",
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      "users": 96,
      "request_pct": 1.4395,
      "equal_user_pct": 2.4368,
      "user_reach_pct": 9.3842
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      "id": "other",
      "label": "Other work",
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      "users": 131,
      "request_pct": 1.3362,
      "equal_user_pct": 2.6496,
      "user_reach_pct": 12.8055
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    {
      "id": "finance_operations",
      "label": "Finance & bookkeeping",
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      "users": 52,
      "request_pct": 1.2716,
      "equal_user_pct": 1.0113,
      "user_reach_pct": 5.0831
    },
    {
      "id": "email_inbox",
      "label": "Email & inbox work",
      "requests": 445,
      "users": 61,
      "request_pct": 0.9575,
      "equal_user_pct": 1.0874,
      "user_reach_pct": 5.9629
    },
    {
      "id": "calendar_planning",
      "label": "Calendars & planning",
      "requests": 273,
      "users": 30,
      "request_pct": 0.5874,
      "equal_user_pct": 0.7131,
      "user_reach_pct": 2.9326
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      "requests": 15457,
      "request_pct": 33.258
    },
    {
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      "requests": 27280,
      "request_pct": 58.697
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    {
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      "requests": 33123,
      "request_pct": 71.269
    },
    {
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      "requests": 41214,
      "request_pct": 88.678
    },
    {
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      "requests": 45007,
      "request_pct": 96.8392
    },
    {
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      "requests": 46476,
      "request_pct": 100.0
    }
  ],
  "behavior_groups": [
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      "id": "mixed",
      "label": "Mixed workflows",
      "users": 350,
      "requests": 20978,
      "user_pct": 34.2131
    },
    {
      "id": "sparse",
      "label": "Fewer than 3 requests",
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      "requests": 398,
      "user_pct": 26.0997
    },
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      "id": "education_coursework",
      "label": "Learning & coursework",
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      "requests": 4922,
      "user_pct": 9.5797
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    {
      "id": "data_collection",
      "label": "Collect & organize data",
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      "requests": 4874,
      "user_pct": 6.7449
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    {
      "id": "surveys_evaluations",
      "label": "Surveys & evaluations",
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      "requests": 4033,
      "user_pct": 3.8123
    },
    {
      "id": "job_search_apply",
      "label": "Job search & applications",
      "users": 34,
      "requests": 2425,
      "user_pct": 3.3236
    },
    {
      "id": "website_software",
      "label": "Websites & software",
      "users": 28,
      "requests": 633,
      "user_pct": 2.737
    },
    {
      "id": "research_synthesis",
      "label": "Research & synthesis",
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      "requests": 190,
      "user_pct": 2.5415
    },
    {
      "id": "shopping_comparison",
      "label": "Shopping & product comparison",
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      "requests": 350,
      "user_pct": 1.8573
    },
    {
      "id": "forms_admin",
      "label": "Forms & administration",
      "users": 16,
      "requests": 901,
      "user_pct": 1.564
    },
    {
      "id": "social_account_actions",
      "label": "Social account actions",
      "users": 14,
      "requests": 500,
      "user_pct": 1.3685
    },
    {
      "id": "content_writing",
      "label": "Writing & publishing",
      "users": 12,
      "requests": 1066,
      "user_pct": 1.173
    },
    {
      "id": "sales_leads",
      "label": "Leads & prospect research",
      "users": 12,
      "requests": 251,
      "user_pct": 1.173
    },
    {
      "id": "media_design",
      "label": "Media & design",
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      "requests": 301,
      "user_pct": 1.0753
    },
    {
      "id": "account_support",
      "label": "Accounts & support",
      "users": 10,
      "requests": 66,
      "user_pct": 0.9775
    },
    {
      "id": "small_groups",
      "label": "Small groups combined",
      "users": 18,
      "requests": 4588,
      "user_pct": 1.7595
    }
  ],
  "control": [
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      "id": "approval",
      "requests": 6013,
      "users": 247,
      "request_pct": 12.9379
    },
    {
      "id": "draft_only",
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      "users": 111,
      "request_pct": 4.6927
    },
    {
      "id": "execute",
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      "users": 683,
      "request_pct": 41.3633
    },
    {
      "id": "unspecified",
      "requests": 19058,
      "users": 916,
      "request_pct": 41.0061
    }
  ],
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      "id": "personal_provider",
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      "requests": 41869,
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          "id": "data_collection",
          "label": "Collect & organize data",
          "requests": 7948,
          "users": 340,
          "request_pct": 18.983
        },
        {
          "id": "travel_reservations",
          "label": "Travel & reservations",
          "requests": 4320,
          "users": 33,
          "request_pct": 10.3179
        },
        {
          "id": "education_coursework",
          "label": "Learning & coursework",
          "requests": 4266,
          "users": 183,
          "request_pct": 10.1889
        },
        {
          "id": "website_software",
          "label": "Websites & software",
          "requests": 3406,
          "users": 250,
          "request_pct": 8.1349
        },
        {
          "id": "job_search_apply",
          "label": "Job search & applications",
          "requests": 2807,
          "users": 98,
          "request_pct": 6.7042
        },
        {
          "id": "insufficient_context",
          "label": "Not enough context",
          "requests": 2792,
          "users": 496,
          "request_pct": 6.6684
        },
        {
          "id": "surveys_evaluations",
          "label": "Surveys & evaluations",
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          "users": 67,
          "request_pct": 6.3436
        },
        {
          "id": "content_writing",
          "label": "Writing & publishing",
          "requests": 2321,
          "users": 175,
          "request_pct": 5.5435
        },
        {
          "id": "research_synthesis",
          "label": "Research & synthesis",
          "requests": 2220,
          "users": 263,
          "request_pct": 5.3023
        },
        {
          "id": "forms_admin",
          "label": "Forms & administration",
          "requests": 1928,
          "users": 113,
          "request_pct": 4.6048
        },
        {
          "id": "sales_leads",
          "label": "Leads & prospect research",
          "requests": 1413,
          "users": 112,
          "request_pct": 3.3748
        },
        {
          "id": "account_support",
          "label": "Accounts & support",
          "requests": 1335,
          "users": 187,
          "request_pct": 3.1885
        },
        {
          "id": "social_account_actions",
          "label": "Social account actions",
          "requests": 1077,
          "users": 114,
          "request_pct": 2.5723
        },
        {
          "id": "shopping_comparison",
          "label": "Shopping & product comparison",
          "requests": 959,
          "users": 125,
          "request_pct": 2.2905
        },
        {
          "id": "media_design",
          "label": "Media & design",
          "requests": 637,
          "users": 89,
          "request_pct": 1.5214
        },
        {
          "id": "other",
          "label": "Other work",
          "requests": 578,
          "users": 124,
          "request_pct": 1.3805
        },
        {
          "id": "finance_operations",
          "label": "Finance & bookkeeping",
          "requests": 565,
          "users": 48,
          "request_pct": 1.3494
        },
        {
          "id": "email_inbox",
          "label": "Email & inbox work",
          "requests": 373,
          "users": 57,
          "request_pct": 0.8909
        },
        {
          "id": "calendar_planning",
          "label": "Calendars & planning",
          "requests": 268,
          "users": 26,
          "request_pct": 0.6401
        }
      ]
    },
    {
      "id": "custom_domain",
      "users": 106,
      "requests": 4597,
      "categories": [
        {
          "id": "surveys_evaluations",
          "label": "Surveys & evaluations",
          "requests": 1692,
          "users": 28,
          "request_pct": 36.8066
        },
        {
          "id": "data_collection",
          "label": "Collect & organize data",
          "requests": 544,
          "users": 38,
          "request_pct": 11.8338
        },
        {
          "id": "education_coursework",
          "label": "Learning & coursework",
          "requests": 488,
          "users": 12,
          "request_pct": 10.6156
        },
        {
          "id": "sales_leads",
          "label": "Leads & prospect research",
          "requests": 313,
          "users": 12,
          "request_pct": 6.8088
        },
        {
          "id": "website_software",
          "label": "Websites & software",
          "requests": 191,
          "users": 18,
          "request_pct": 4.1549
        },
        {
          "id": "research_synthesis",
          "label": "Research & synthesis",
          "requests": 179,
          "users": 32,
          "request_pct": 3.8938
        },
        {
          "id": "insufficient_context",
          "label": "Not enough context",
          "requests": 178,
          "users": 41,
          "request_pct": 3.8721
        },
        {
          "id": "content_writing",
          "label": "Writing & publishing",
          "requests": 158,
          "users": 17,
          "request_pct": 3.437
        },
        {
          "id": "forms_admin",
          "label": "Forms & administration",
          "requests": 87,
          "users": 13,
          "request_pct": 1.8925
        },
        {
          "id": "shopping_comparison",
          "label": "Shopping & product comparison",
          "requests": 52,
          "users": 11,
          "request_pct": 1.1312
        }
      ]
    }
  ],
  "auth_as_of": "2026-10-04T00:04:12.401Z",
  "exclusions": {
    "internal_users": 2,
    "internal_requests": 32
  },
  "quality": {
    "confidence_counts": {
      "high": 43957,
      "medium": 2343,
      "low": 176
    },
    "clipped_requests": 844,
    "classification_coverage_pct": 100,
    "geography_available": false,
    "demographics_inferred": false,
    "emotion_flags_published": false,
    "auth_enrichment_available": true
  },
  "publication_threshold": {
    "requests": 20,
    "users": 10
  },
  "sql_sha256": "1c8e827f23599889c4fef6735b195112169fdd50ef35b3862dd0dac827e717d6",
  "judge_signature": "a3130f50a5079e83812ab7c689940213249d500ea9577b85671f2217a7a3bcfb",
  "limitations": [
    "Logged initial requests, not verified task completions or unique projects.",
    "Exact repeated prompts retain their request weights. Continuation-only and identifiable mock-gym requests are excluded.",
    "Unlogged private mode and other non-prompt routes are outside this cohort.",
    "Redacted text; long context clipped at 4,800 characters. No user IDs or customer text in this public artifact.",
    "Model labels are ordinal classifications, not independent human ground truth.",
    "Browser-agent users are a selected product cohort. No population, GDP, wage, gender, personality or geographic extrapolation."
  ]
}