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

Tasks·desk·Reports

Half-year safety incidents by site and type

incident-summary·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.

Aisha needs the first-half safety numbers for the board and the insurer, by site and by type. Save it as incidents.xlsx with live formulas and put the headline in memo.md. Her email says how she counts them.

Workspace

  • email_from_ehs.txt
  • incident_log_2026_h1.xlsx
  • near_miss_tablet_export.csv

Expected deliverables

  • incidents.xlsx
  • memo.md

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
incidents.xlsx existsfile_existsyes0 / 6
live formulasxlsx_has_formulasyes0 / 6
no error cellsxlsx_no_errorsyes0 / 6
Plant 2 incidentsxlsx_value_presentyes0 / 6
Plant 1 lacerationsxlsx_value_presentyes0 / 6
total incidents, all sitesxlsx_value_presentyes0 / 6
warehouse near misses (site with no incidents still reported)xlsx_value_presentyes0 / 6
memo carries the incident and near-miss totalstext_numbers_presentyes1 / 6
memo names the site with the most incidentstext_sentence_matchesyes0 / 6
Current task declaration (9 checks)

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

  • incidents.xlsx exists — file_exists, required
  • live formulas — xlsx_has_formulas, required
  • no error cells — xlsx_no_errors, required
  • Plant 2 incidents — xlsx_value_present, required
  • Plant 1 lacerations — xlsx_value_present, required
  • total incidents, all sites — xlsx_value_present, required
  • warehouse near misses (site with no incidents still reported) — xlsx_value_present, required
  • memo carries the incident and near-miss totals — text_numbers_present, required
  • memo names the site with the most incidents — text_sentence_matches, required

Recorded results, desk release

pass pass, frozen scorer only fail timed out
SystemRepetitionsFrozen / 3Original / 3Median minutesMean model estimate (USD)
Proto / DeepSeek V4.1 Flash333.90.0601
Codex / GPT-5.6 sol225.20.6403

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": "incident-summary".

Recorded results, desk comparison, 28 September 2026

SystemRepetitionsFrozen / 3Original / 3Median minutes
Proto / GPT-6 sol222.8
Codex / GPT-6 sol223.6
Proto / DeepSeek V4.1 Flash221.9

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