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Business BenchA benchmark for AI agents on business work

Tasks·desk·Spreadsheet

Metric supplier price list into our inch-and-pound catalog

supplier-catalog-imperial·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.

Nordwerk sent their 2026 price list in metric. Turn it into our catalog format as catalog_us.csv - Josie's note has the details.

Workspace

  • catalog_us_2025.csv
  • nordwerk_dealer_pricelist_2026_USD.xlsx
  • note_from_josie.txt

Expected deliverables

  • catalog_us.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.

Recorded checkTypeRequiredFailed / observed
requested columnscsv_columnsyes0 / 6
every current articlecsv_set_equalyes0 / 6
row countcsv_row_countyes0 / 6
length and widthcsv_values_matchyes0 / 6
weight per piececsv_values_matchyes0 / 6
price eachcsv_values_matchyes0 / 6
pack quantitycsv_values_matchyes0 / 6
Current task declaration (7 checks)

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

  • requested columns — csv_columns, required
  • every current article — csv_set_equal, required
  • row count — csv_row_count, required
  • length and width — csv_values_match, required
  • weight per piece — csv_values_match, required
  • price each — csv_values_match, required
  • pack quantity — 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 Flash331.40.0192
Codex / GPT-5.6 sol331.70.2048

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": "supplier-catalog-imperial".

Recorded results, desk comparison, 28 September 2026

SystemRepetitionsFrozen / 3Original / 3Median minutes
Proto / GPT-6 sol331.0
Codex / GPT-6 sol331.0
Proto / DeepSeek V4.1 Flash330.8

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