{
  "benchmark": "ar-collector-safety",
  "version": 1,
  "method": {
    "ledger": "ataski.demo.ledger.generate_ledger (Northbridge Analytics sample books)",
    "month_ends": [
      "2025-10-31",
      "2025-11-30",
      "2025-12-31",
      "2026-01-31",
      "2026-02-28",
      "2026-03-31",
      "2026-04-30",
      "2026-05-31",
      "2026-06-30",
      "2026-07-31",
      "2026-08-31",
      "2026-09-30"
    ],
    "sources": [
      "quickbooks",
      "xero",
      "netsuite",
      "sage_intacct",
      "zoho_books",
      "dynamics_bc",
      "one_c"
    ],
    "scenarios": [
      "open",
      "paid",
      "paid_not_yet_synced",
      "partial_payment",
      "voided_payment",
      "credit_memo_full",
      "credit_memo_partial",
      "disputed",
      "payment_in_flight",
      "unmatched_lump_sum",
      "foreign_book_payment",
      "multi_currency_open",
      "multi_currency_paid",
      "payment_plan_active",
      "promise_to_pay",
      "due_date_unknown",
      "residual_below_minimum"
    ],
    "never_dun_scenarios": [
      "credit_memo_full",
      "disputed",
      "due_date_unknown",
      "multi_currency_paid",
      "paid",
      "paid_not_yet_synced",
      "payment_in_flight",
      "payment_plan_active",
      "promise_to_pay",
      "residual_below_minimum",
      "unmatched_lump_sum"
    ],
    "confidence_floor": 90,
    "de_minimis_balance_cents": 100,
    "first_reminder_days_past_due": 7,
    "letter_mode": "template_only",
    "llm_calls": 0,
    "network_calls": 0
  },
  "results": {
    "cases": 24073,
    "never_dun_cases": 15514,
    "false_duns": 0,
    "false_dun_rate": 0.0,
    "false_dun_examples": [],
    "should_dun_cases_due_today": 8041,
    "reminders_scheduled": 8041,
    "letters_rendered": 8041,
    "letters_wrong_figure": 0,
    "letters_refused_by_checks": 0,
    "held_for_human": 5765,
    "held_for_human_rate": 0.23948
  },
  "by_scenario": {
    "open": {
      "cases": 1430,
      "never_dun_cases": 0,
      "false_duns": 0,
      "reminders_scheduled": 1349,
      "held_for_human": 0,
      "classifications": {
        "SAFE_TO_DUN": 1430
      }
    },
    "paid": {
      "cases": 1433,
      "never_dun_cases": 1433,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 0,
      "classifications": {
        "DO_NOT_DUN_PAID": 1433
      }
    },
    "paid_not_yet_synced": {
      "cases": 1380,
      "never_dun_cases": 1380,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 0,
      "classifications": {
        "DO_NOT_DUN_PAID": 1380
      }
    },
    "partial_payment": {
      "cases": 1390,
      "never_dun_cases": 0,
      "false_duns": 0,
      "reminders_scheduled": 1300,
      "held_for_human": 0,
      "classifications": {
        "SAFE_TO_DUN": 1390
      }
    },
    "voided_payment": {
      "cases": 1471,
      "never_dun_cases": 0,
      "false_duns": 0,
      "reminders_scheduled": 1373,
      "held_for_human": 0,
      "classifications": {
        "SAFE_TO_DUN": 1471
      }
    },
    "credit_memo_full": {
      "cases": 1403,
      "never_dun_cases": 1403,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 0,
      "classifications": {
        "DO_NOT_DUN_DISPUTED_CREDITED": 1403
      }
    },
    "credit_memo_partial": {
      "cases": 1411,
      "never_dun_cases": 0,
      "false_duns": 0,
      "reminders_scheduled": 1326,
      "held_for_human": 0,
      "classifications": {
        "SAFE_TO_DUN": 1411
      }
    },
    "disputed": {
      "cases": 1370,
      "never_dun_cases": 1370,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 0,
      "classifications": {
        "DO_NOT_DUN_DISPUTED_CREDITED": 1370
      }
    },
    "payment_in_flight": {
      "cases": 1481,
      "never_dun_cases": 1481,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 1481,
      "classifications": {
        "HOLD_FOR_HUMAN": 1481
      }
    },
    "unmatched_lump_sum": {
      "cases": 1432,
      "never_dun_cases": 1432,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 1432,
      "classifications": {
        "HOLD_FOR_HUMAN": 1432
      }
    },
    "foreign_book_payment": {
      "cases": 1386,
      "never_dun_cases": 0,
      "false_duns": 0,
      "reminders_scheduled": 1311,
      "held_for_human": 0,
      "classifications": {
        "SAFE_TO_DUN": 1386
      }
    },
    "multi_currency_open": {
      "cases": 1471,
      "never_dun_cases": 0,
      "false_duns": 0,
      "reminders_scheduled": 1382,
      "held_for_human": 0,
      "classifications": {
        "SAFE_TO_DUN": 1471
      }
    },
    "multi_currency_paid": {
      "cases": 1389,
      "never_dun_cases": 1389,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 0,
      "classifications": {
        "DO_NOT_DUN_PAID": 1389
      }
    },
    "payment_plan_active": {
      "cases": 1356,
      "never_dun_cases": 1356,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 0,
      "classifications": {
        "SAFE_TO_DUN": 1356
      }
    },
    "promise_to_pay": {
      "cases": 1418,
      "never_dun_cases": 1418,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 0,
      "classifications": {
        "SAFE_TO_DUN": 1418
      }
    },
    "due_date_unknown": {
      "cases": 1424,
      "never_dun_cases": 1424,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 1424,
      "classifications": {
        "HOLD_FOR_HUMAN": 1424
      }
    },
    "residual_below_minimum": {
      "cases": 1428,
      "never_dun_cases": 1428,
      "false_duns": 0,
      "reminders_scheduled": 0,
      "held_for_human": 1428,
      "classifications": {
        "HOLD_FOR_HUMAN": 1428
      }
    }
  },
  "by_source": {
    "quickbooks": {
      "cases": 3439,
      "never_dun_cases": 2201,
      "false_duns": 0,
      "reminders_scheduled": 1175,
      "held_for_human": 820,
      "classifications": {
        "DO_NOT_DUN_DISPUTED_CREDITED": 383,
        "DO_NOT_DUN_PAID": 620,
        "HOLD_FOR_HUMAN": 820,
        "SAFE_TO_DUN": 1616
      }
    },
    "xero": {
      "cases": 3439,
      "never_dun_cases": 2202,
      "false_duns": 0,
      "reminders_scheduled": 1151,
      "held_for_human": 832,
      "classifications": {
        "DO_NOT_DUN_DISPUTED_CREDITED": 387,
        "DO_NOT_DUN_PAID": 597,
        "HOLD_FOR_HUMAN": 832,
        "SAFE_TO_DUN": 1623
      }
    },
    "netsuite": {
      "cases": 3439,
      "never_dun_cases": 2260,
      "false_duns": 0,
      "reminders_scheduled": 1107,
      "held_for_human": 854,
      "classifications": {
        "DO_NOT_DUN_DISPUTED_CREDITED": 402,
        "DO_NOT_DUN_PAID": 593,
        "HOLD_FOR_HUMAN": 854,
        "SAFE_TO_DUN": 1590
      }
    },
    "sage_intacct": {
      "cases": 3439,
      "never_dun_cases": 2217,
      "false_duns": 0,
      "reminders_scheduled": 1132,
      "held_for_human": 812,
      "classifications": {
        "DO_NOT_DUN_DISPUTED_CREDITED": 408,
        "DO_NOT_DUN_PAID": 600,
        "HOLD_FOR_HUMAN": 812,
        "SAFE_TO_DUN": 1619
      }
    },
    "zoho_books": {
      "cases": 3439,
      "never_dun_cases": 2171,
      "false_duns": 0,
      "reminders_scheduled": 1194,
      "held_for_human": 802,
      "classifications": {
        "DO_NOT_DUN_DISPUTED_CREDITED": 403,
        "DO_NOT_DUN_PAID": 575,
        "HOLD_FOR_HUMAN": 802,
        "SAFE_TO_DUN": 1659
      }
    },
    "dynamics_bc": {
      "cases": 3439,
      "never_dun_cases": 2239,
      "false_duns": 0,
      "reminders_scheduled": 1136,
      "held_for_human": 848,
      "classifications": {
        "DO_NOT_DUN_DISPUTED_CREDITED": 408,
        "DO_NOT_DUN_PAID": 603,
        "HOLD_FOR_HUMAN": 848,
        "SAFE_TO_DUN": 1580
      }
    },
    "one_c": {
      "cases": 3439,
      "never_dun_cases": 2224,
      "false_duns": 0,
      "reminders_scheduled": 1146,
      "held_for_human": 797,
      "classifications": {
        "DO_NOT_DUN_DISPUTED_CREDITED": 382,
        "DO_NOT_DUN_PAID": 614,
        "HOLD_FOR_HUMAN": 797,
        "SAFE_TO_DUN": 1646
      }
    }
  }
}