Business Bench

Tasks · desk · Reports

Visits per provider and the no-show rate for Q1

clinic-visits-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.

Can you pull our Q1 numbers out of the scheduler export - how many visits each provider did in each month, and how bad our no-show problem is? Save it as visits.xlsx with live formulas. The front desk notes say how we count them.

Workspace

  • cancellation_fees_billing.csv
  • front_desk_notes.txt
  • provider_roster.xlsx
  • visits_export_q1_2026.csv

Expected deliverables

  • visits.xlsx

This task also has a task-specific grader (check.py).

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
visits.xlsx existsfile_existsyes0
live formulasxlsx_has_formulasyes0
no error cellsxlsx_no_errorsyes1
merged provider February visitsxlsx_value_presentyes1
merged provider quarter visitsxlsx_value_presentyes1
second provider no-show countxlsx_value_presentyes1
clinic total visitsxlsx_value_presentyes3
no-show rates per providercustomyes1

Recorded results, complete desk comparison

pass pass, frozen scorer only fail timed out
SystemRepetitionsFrozen / 3Raw / 3Median minutesMean cost (USD)
Proto / DeepSeek V4.1 Flash332.50.0422
Codex / GPT-5.6 sol006.70.6081

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