Business Bench

Tasks · desk · Reformatting

Reshape the by-month sales report for the planning tool upload

wide-to-long-sales · 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.

We're loading our wholesale sales history into Stockcast. Can you turn the by-month sales report into their upload format and save it as sales_long.csv? Their template and my notes from the onboarding call are in the folder.

Workspace

  • sales_by_customer_by_month.xlsx
  • stockcast_upload_2025-06.csv
  • stockcast_upload_notes.txt
  • stockcast_upload_template.csv

Expected deliverables

  • sales_long.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
Stockcast template columns, exact ordercsv_columnsyes0
one row per customer-monthcsv_set_equalyes0
row countcsv_row_countyes0
customer code and monthcsv_values_matchyes0
net salescsv_values_matchyes0

Recorded results, complete desk comparison

pass pass, frozen scorer only fail timed out
SystemRepetitionsFrozen / 3Raw / 3Median minutesMean cost (USD)
Proto / DeepSeek V4.1 Flash330.90.0160
Codex / GPT-5.6 sol331.60.1769

Per-attempt check verdicts, raw and frozen verdicts, usage, receipt and artifact hashes for this task are in results/latest/attempts.jsonl under "task": "wide-to-long-sales".