Q2 return rate by product and reason
returns-analysis · 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.
Put together a Q2 returns report for me from the order and returns exports in this folder: return rate by product and a breakdown of why things come back. Mateo's note explains how we bucket the reasons. Save it as returns.xlsx with live formulas.
Workspace
- note_from_mateo.txt
- orders_export_2026-Q2.csv
- returns_export_2026-Q1.csv
- returns_export_2026-Q2.csv
Expected deliverables
- returns.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.
| Check | Type | Required | Failed (frozen) / 6 |
|---|---|---|---|
| live formulas | xlsx_has_formulas | yes | 0 |
| no formula errors | xlsx_no_errors | yes | 1 |
| renamed product units sold | xlsx_value_present | yes | 0 |
| renamed product units returned | xlsx_value_present | yes | 0 |
| units returned for the jacket (exchanges count) | xlsx_value_present | yes | 0 |
| refunded dollars | xlsx_value_present | yes | 1 |
| total units returned | xlsx_value_present | yes | 1 |
| return rates, quarter total and the jacket | custom | yes | 0 |
| sizing units | xlsx_value_present | yes | 1 |
| damaged units | xlsx_value_present | yes | 1 |
Recorded results, complete desk comparison
This is one of the 7 tasks with a task-specific equivalence grader in the frozen scorer, which accepts alternative valid representations the original checks rejected. Raw and frozen verdicts can therefore differ here by design; see what the frozen scorer changed.
| System | Repetitions | Frozen / 3 | Raw / 3 | Median minutes | Mean cost (USD) |
|---|---|---|---|---|---|
| Proto / DeepSeek V4.1 Flash | 2 | 1 | 6.0 | 0.0666 | |
| Codex / GPT-5.6 sol | 2 | 2 | 5.9 | 0.6000 |
Per-attempt check verdicts, raw and frozen verdicts, usage, receipt and artifact hashes for this task are in results/latest/attempts.jsonl under "task": "returns-analysis".