Business Bench

Tasks · desk · Reports

2025 payroll by quarter for the accountant

payroll-quarterly-summary · timeout 1200 s · source

The ask

Sent verbatim as the prompt. The agent works in a copy of the workspace below and sees nothing else.

Deborah needs our 2025 payroll summarized by quarter: gross wages, taxes withheld and net pay. Both payroll exports are in the folder and her note says how she wants it counted. Save it as payroll_q.xlsx with live formulas so she can trace the totals.

Workspace

  • note_from_accountant.txt
  • offcycle_runs_2025.xlsx
  • payroll_register_2025.csv

Expected deliverables

  • payroll_q.xlsx

Checks

The task passes only when every required check passes. Reference answers, tolerances, and the planted traps are in the repository, not here.

CheckTypeRequiredFailed (frozen) / 6
live formulasxlsx_has_formulasyes0
no formula errorsxlsx_no_errorsyes0
Q1 grossxlsx_value_presentyes0
Q2 grossxlsx_value_presentyes0
Q2 taxes withheldxlsx_value_presentyes0
Q3 netxlsx_value_presentyes0
Q4 grossxlsx_value_presentyes0
Q4 netxlsx_value_presentyes0
year grossxlsx_value_presentyes0

Recorded results, complete desk comparison

pass pass, frozen scorer only fail timed out
SystemRepetitionsFrozen / 3Raw / 3Median minutesMean cost (USD)
Proto / DeepSeek V4.1 Flash333.40.0535
Codex / GPT-5.6 sol335.30.5618

Per-attempt check verdicts, raw and frozen verdicts, usage, receipt and artifact hashes for this task are in results/latest/attempts.jsonl under "task": "payroll-quarterly-summary".