Business Bench

Tasks · desk · Reports

One-page weekly KPIs from five system exports

weekly-kpi-dashboard · timeout 1800 s · source

The ask

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

Kwame wants a one-page weekly KPI sheet for the staff meeting built from the five exports in this folder. Save it as kpi.xlsx with live formulas; his note lists what goes on it.

Workspace

  • lab_jobs.csv
  • newsletter_audience.csv
  • note_from_kwame.txt
  • pos_end_of_day_report.csv
  • schedule_hours_export.csv
  • webstore_orders.csv

Expected deliverables

  • kpi.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
kpi.xlsx existsfile_existsyes0
live formulasxlsx_has_formulasyes0
no error cellsxlsx_no_errorsyes0
staff hours week of 17 Aug (Monday weeks)xlsx_value_presentyes0
sales per staff hour week of 17 Augxlsx_value_presentyes1
online sales week of 24 Aug (paid only)xlsx_value_presentyes1
glasses jobs finished week of 7 Sepxlsx_value_presentyes0
total sales, six weeksxlsx_value_presentyes3

Recorded results, complete desk comparison

pass pass, frozen scorer only fail timed out
SystemRepetitionsFrozen / 3Raw / 3Median minutesMean cost (USD)
Proto / DeepSeek V4.1 Flash335.10.0596
Codex / GPT-5.6 sol004.80.6047

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