{
  "audited_date": "2026-09-06",
  "basis": "Standard API-rate estimates from original build logs; not invoices or subscription charges. Deployment, marketing assets, and subsequent publishing work excluded.",
  "same_starting_prompt": true,
  "prompt_sha256": "b82f0a1d12eaa503f208993930a8d8a78a4220dc73b89b4989346f5b59688caa",
  "astra": {
    "name": "GPT-6 Astra",
    "pages": 100,
    "elapsed_seconds": 1354.034,
    "agents": 11,
    "total_tokens": 30611677,
    "lines": [
      {
        "label": "Uncached input",
        "tokens": 996714,
        "rate": 10,
        "usd": 9.96714
      },
      {
        "label": "Cached input",
        "tokens": 29180032,
        "rate": 1,
        "usd": 29.180032
      },
      {
        "label": "Cache writes reported",
        "tokens": 0,
        "rate": 12.5,
        "usd": 0.0
      },
      {
        "label": "Output, including reasoning",
        "tokens": 434931,
        "rate": 50,
        "usd": 21.74655
      }
    ],
    "total_usd": 60.893722,
    "per_agent": [
      {
        "label": "Coordinator",
        "usage": {
          "input_tokens": 8775090,
          "cached_input_tokens": 8532480,
          "cache_write_input_tokens": 0,
          "output_tokens": 44575,
          "reasoning_output_tokens": 12347,
          "total_tokens": 8819665
        },
        "source_sha256": "3cb69727c9021cabfee3ee522d21c046937b68edfe80660110ff4cf3c71f9815"
      },
      {
        "label": "pages_001_010",
        "usage": {
          "input_tokens": 1286530,
          "cached_input_tokens": 1201152,
          "cache_write_input_tokens": 0,
          "output_tokens": 31064,
          "reasoning_output_tokens": 2422,
          "total_tokens": 1317594
        },
        "source_sha256": "80722a56ebf9c68831de19884233c69c2dec46505d342e58ea5832a4a2811253"
      },
      {
        "label": "pages_011_020",
        "usage": {
          "input_tokens": 2081546,
          "cached_input_tokens": 1997184,
          "cache_write_input_tokens": 0,
          "output_tokens": 33298,
          "reasoning_output_tokens": 2612,
          "total_tokens": 2114844
        },
        "source_sha256": "ff69a4c2dd006656992310805a3f70bf857fd1a22a09c86bde2d0c7a3fb0f35d"
      },
      {
        "label": "pages_021_030",
        "usage": {
          "input_tokens": 3051768,
          "cached_input_tokens": 2969216,
          "cache_write_input_tokens": 0,
          "output_tokens": 43147,
          "reasoning_output_tokens": 6308,
          "total_tokens": 3094915
        },
        "source_sha256": "9a952a6cfd09698a52cbdbc4ebb89a1a1f3ea16ffeb16914ddab3e225047790a"
      },
      {
        "label": "pages_031_040",
        "usage": {
          "input_tokens": 2894113,
          "cached_input_tokens": 2802944,
          "cache_write_input_tokens": 0,
          "output_tokens": 44864,
          "reasoning_output_tokens": 5381,
          "total_tokens": 2938977
        },
        "source_sha256": "2921bdd29534c8e147f6e762b002f25aff1b6b55f256ab44fbc39d79559ab979"
      },
      {
        "label": "pages_041_050",
        "usage": {
          "input_tokens": 2653550,
          "cached_input_tokens": 2586752,
          "cache_write_input_tokens": 0,
          "output_tokens": 36979,
          "reasoning_output_tokens": 4304,
          "total_tokens": 2690529
        },
        "source_sha256": "79ac49a87273bf262c6d9f784399f5d9a0f00d9a61fe3f661f8da58fe3eb70ca"
      },
      {
        "label": "pages_051_060",
        "usage": {
          "input_tokens": 2298522,
          "cached_input_tokens": 2208000,
          "cache_write_input_tokens": 0,
          "output_tokens": 41775,
          "reasoning_output_tokens": 4191,
          "total_tokens": 2340297
        },
        "source_sha256": "170923050e15ab31bd5589bd330c31f30d906b2684bf77235aa91fb0ebedf7cb"
      },
      {
        "label": "pages_061_070",
        "usage": {
          "input_tokens": 1091059,
          "cached_input_tokens": 1034624,
          "cache_write_input_tokens": 0,
          "output_tokens": 37684,
          "reasoning_output_tokens": 3551,
          "total_tokens": 1128743
        },
        "source_sha256": "41a5cdf14079ceb4815cde0368aed658e5d5a99fda894441ef3ba8ebc5257d93"
      },
      {
        "label": "pages_071_080",
        "usage": {
          "input_tokens": 1760319,
          "cached_input_tokens": 1692416,
          "cache_write_input_tokens": 0,
          "output_tokens": 40631,
          "reasoning_output_tokens": 5000,
          "total_tokens": 1800950
        },
        "source_sha256": "4e76922ea61b6994ba5ec77536d680179e68da35503a3cce9cd69eaa2f772cdb"
      },
      {
        "label": "pages_081_090",
        "usage": {
          "input_tokens": 2148679,
          "cached_input_tokens": 2086016,
          "cache_write_input_tokens": 0,
          "output_tokens": 41512,
          "reasoning_output_tokens": 6937,
          "total_tokens": 2190191
        },
        "source_sha256": "9182452db5349e5cdbf6bce03a70e17dccc8687d5c8848184df3db937359f84f"
      },
      {
        "label": "pages_091_100",
        "usage": {
          "input_tokens": 2135570,
          "cached_input_tokens": 2069248,
          "cache_write_input_tokens": 0,
          "output_tokens": 39402,
          "reasoning_output_tokens": 4034,
          "total_tokens": 2174972
        },
        "source_sha256": "3d219faca5c4b22bd7938e4ed3f13b20f879669b3bacaf6717eabeba57d5989e"
      }
    ],
    "method": "Sum final cumulative usage once for the coordinator and each of 10 builders. Builder follow-ups are already included. Reasoning is included in output, not added twice. No request exceeded 272K input tokens. Logs report zero cache-write tokens. Standard rates; no Fast-mode multiplier. Run used Codex on a Pro plan."
  },
  "fable": {
    "name": "Claude Fable 5.1",
    "pages": 72,
    "agents": 51,
    "unique_billable_requests": 394,
    "total_tokens": 34354767,
    "lines": [
      {
        "label": "Uncached input",
        "tokens": 172602,
        "rate": 10,
        "usd": 1.72602
      },
      {
        "label": "Cached input",
        "tokens": 26221467,
        "rate": 0.25,
        "usd": 6.55536675
      },
      {
        "label": "5-minute cache writes",
        "tokens": 4147686,
        "rate": 12.5,
        "usd": 51.846075
      },
      {
        "label": "1-hour cache writes",
        "tokens": 779237,
        "rate": 20,
        "usd": 15.58474
      },
      {
        "label": "Output, including reasoning",
        "tokens": 3033775,
        "rate": 50,
        "usd": 151.68875
      }
    ],
    "total_usd": 227.40095175,
    "previous_estimate_usd": 306.77459975,
    "method": "Original coordinator session and all 50 builder logs, including retries. Count each request ID and message ID once; retain greatest reported cumulative output for that request. Use actual 5-minute/1-hour cache-write buckets. Ignore zero-usage synthetic errors. Exclude the later publication fork. Run hit usage limits and was resumed twice."
  },
  "limits": [
    "One experiment per model, with different execution histories and generated subjects. Completion counts are not quality scores.",
    "Fable published 72 pages after interruptions; Astra produced all 100 in one uninterrupted turn.",
    "Prices are standard public API rates, not measured subscription spend or invoices. No general speed, quality or cost-efficiency conclusion follows from this alone."
  ],
  "sources": {
    "astra_rates": "https://developers.openai.com/api/docs/models/gpt-6-astra",
    "fable_rates": "https://platform.claude.com/docs/en/about-claude/pricing"
  }
}
