{
  "cohort": "laconic_repository_development",
  "estimate": {
    "avoided_cost_usd_high": 75.997677,
    "avoided_cost_usd_low": 33.890298,
    "avoided_share_pct_high": 8.688083,
    "avoided_share_pct_low": 3.874352,
    "basis": "modelled_not_measured",
    "cache_reread_multiplier": 57.052922,
    "chars_per_token_high": 4.0,
    "chars_per_token_low": 3.0,
    "denominator": {
      "host_reported_sessions": 85,
      "host_reported_usd": 887.23983501,
      "kind": "matched_sessions_modelled_cost",
      "modelled_sessions": 85,
      "modelled_usd": 874.7346837599999
    },
    "fallback_priced_cost_share_pct": 0.0,
    "reread_credited_high": 57.052922,
    "reread_credited_low": 28.526461,
    "status": "available"
  },
  "exclusive_end": "2026-09-16T19:01:24Z",
  "generator_commit": "05fcea7298224de80d2119fdd7a5a6093f7e2798",
  "generator_version": "m23-pages-v1",
  "inclusive_start": "2026-09-06T07:53:09Z",
  "laconic_version": "0.12.0",
  "limitations": [
    "observed_characters_are_not_tokens_or_dollars",
    "single_arm_cohort_has_no_counterfactual",
    "modelled_avoided_cost_is_not_measured_savings",
    "token_density_and_cache_rereads_are_unmeasured_assumptions",
    "host_reported_cost_covers_only_hosts_that_report_one",
    "fallback_pricing_withholds_dollars_above_25_percent",
    "local_laconic_repository_cohort_is_not_generalizable"
  ],
  "manifest_sha256": "27fd80b960a1aaa582f3808ee5a65cc8df6e8c4c1a99eeded156297ad30b75bb",
  "observed": {
    "chars_avoided": 6900697,
    "eligible": 5967,
    "emitted": 1225,
    "full_expansions": 57,
    "pass_through": 4742,
    "raw_chars": 23914138,
    "span_expansions": 60,
    "visible_chars": 17013441
  },
  "population": {
    "joined_sessions": 85,
    "nested_sessions": 77,
    "priced_sessions": 86,
    "root_sessions": 9,
    "selected_sessions": 86
  },
  "provider_calls": 0,
  "schema_version": 1,
  "snapshot_id": "laconic-development-20260916T190124Z",
  "source_inventory_sha256": "2f62746b11b1ba9a81bb778e69ba667b3a94b8a5bd9ef8ad814f2841eb813b75"
}