Business Bench

Tasks · desk · Spreadsheet

Work out what the carrier should charge per order

shipping-rate-lookup · 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.

Before Cascade's invoice arrives I want to know what each of today's orders should cost to ship. Use their rate card and the emails in the folder, and save it as orders_shipping.csv.

Workspace

  • cascade_parcel_rate_card.xlsx
  • email_cascade_residential.txt
  • orders_to_ship_2026-09-11.csv

Expected deliverables

  • orders_shipping.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
every order pricedcsv_set_equalyes0
row countcsv_row_countyes0
zonecsv_values_matchyes1
billable weightcsv_values_matchyes0
shipping costcsv_values_matchyes1

Recorded results, complete desk comparison

pass pass, frozen scorer only fail timed out
SystemRepetitionsFrozen / 3Raw / 3Median minutesMean cost (USD)
Proto / DeepSeek V4.1 Flash222.10.0338
Codex / GPT-5.6 sol331.80.2926

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