Skip to content
Business BenchA benchmark for AI agents on business work

Tasks·desk·Spreadsheet

Normalize the catalog sizes for the new POS

catalog-normalize-units·time budget 1200 s·source

The request

The task request supplied to the adapter, alongside the workspace below. Runtime instructions, authorized tools and skills also affect the system. Containerized runs withhold host-side references; local mode is not an isolation boundary.

We're moving the shop to the new POS. Turn the ShopKeep item export into a file the new system will import, using their template and field guide, and save it as catalog_clean.csv. Teodora's note has the changes.

Workspace

  • import_field_guide.txt
  • new_pos_import_template.csv
  • note_from_manager.txt
  • old_pos_items_export.xlsx

Expected deliverables

  • catalog_clean.csv

Recorded acceptance checks

The table uses check names and outcomes from the frozen campaign ledger. Acceptance requires all required predicates to pass; a predicate may itself contain a tolerance or coverage threshold. Its scope is part of the measurement contract.

The frozen scorer's check set differs from this task's source declaration. These are different evaluator versions. The counts below report only checks actually recorded; a missing check is never counted as a pass.

Recorded checkTypeRequiredFailed / observed
template columns in ordercsv_columnsyes0 / 6
every active itemcsv_set_equalyes0 / 6
pack quantitycsv_values_matchyes0 / 6
unit sizecustomyes0 / 6
unitcsv_values_matchyes0 / 6
categorycsv_values_matchyes0 / 6
Current task declaration (6 checks)

From task.yaml. Original runner grading and frozen retrospective scoring are separate. Read the frozen source for the rules behind the reported results.

  • template columns in order — csv_columns, required
  • every active item — csv_set_equal, required
  • pack quantity — csv_values_match, required
  • unit size — csv_values_match, required
  • unit — csv_values_match, required
  • category — csv_values_match, required

Recorded results, desk release

pass pass, frozen scorer only fail timed out
SystemRepetitionsFrozen / 3Original / 3Median minutesMean model estimate (USD)
Proto / DeepSeek V4.1 Flash302.10.0292
Codex / GPT-5.6 sol301.90.2394

These are repeated executions on the released fixture, not independent new business cases. Cost is captured model usage priced under the recorded assumptions, excluding infrastructure and human review. Per-attempt check verdicts, raw and frozen verdicts, usage, receipt and artifact hashes for this task are in results/latest/attempts.jsonl under "task": "catalog-normalize-units".

Recorded results, desk comparison, 28 September 2026

SystemRepetitionsFrozen / 3Original / 3Median minutes
Proto / GPT-6 sol332.0
Codex / GPT-6 sol331.5
Proto / DeepSeek V4.1 Flash302.7

A separate campaign under the same frozen scorer, not pooled with the release. Conditions and data.