Business Bench

Tasks · desk · Spreadsheet

Q3 hours per client project, billable and not

client-hours-by-project · 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.

Ines wants last quarter's hours for every client project, split into billable and unbillable, from the two time exports. Her note has the details - save it as client_hours.csv.

Workspace

  • note_from_ines.txt
  • projects.xlsx
  • timer_app_export.csv
  • tracker_time_export_2026-07-01_to_2026-09-30.csv

Expected deliverables

  • client_hours.csv

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
requested columnscsv_columnsyes0
project listcsv_set_equalyes0
one row per projectcsv_row_countyes0
total hours per projectcsv_values_matchyes0
billable hourscsv_values_matchyes0
unbillable hourscsv_values_matchyes0
internal time excludedtext_not_containsyes0

Recorded results, complete desk comparison

pass pass, frozen scorer only fail timed out
SystemRepetitionsFrozen / 3Raw / 3Median minutesMean cost (USD)
Proto / DeepSeek V4.1 Flash332.10.0258
Codex / GPT-5.6 sol331.90.2709

Per-attempt check verdicts, raw and frozen verdicts, usage, receipt and artifact hashes for this task are in results/latest/attempts.jsonl under "task": "client-hours-by-project".