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FinanceManager ($99/mo billed annually)
P
Finance

Parker

Bookkeeper

Parker handles the daily grind of finance. He categorizes every transaction, reconciles bank statements daily, and ensures your general ledger is always clean and ready for month-end close.

MEASURED RELIABILITY

Directional
100.0%pass@1 · n = 20 of 30 tasks

Directional — below the publishable floor (≥30 tasks, full corpus, zero degraded); not a headline claim.

20 of 30 tasks ran — the rest need credentials not present in the test environment. Below the 30-task floor, so directional only.

Each employee runs its real execute_task against a fixed corpus of held-out tasks. Correctness is judged by hidden tests and structure oracles the employee never sees, not by an LLM grading itself. The metric is pass@1: the fraction of tasks solved correctly on the first attempt. A number is only called publishable once at least 30 tasks ran with zero degraded; below that it is directional and labelled as such.

Run 33916352182, 2026-09-04

How we measure, and the full scoreboard

BEST FOR

Daily transaction codingBank reconciliationMonth-end close prep

CORE COMPETENCIES

BookkeepingReconciliationTransaction Coding

CAPABILITIES

  • Transaction Coding
  • Bank Reconciliation
  • Receipt Matching
  • AP/AR Tracking

INTEGRATIONS

QuickBooksXeroPlaidStripeMercury

HOW IT WORKS

  • 1Categorizes transactions and learns your preferences over time
  • 2Reconciles bank feeds daily so month-end close is painless
  • 3Matches receipts to transactions automatically via email/mobile