Business Bench

Tasks · desk · Reformatting

Build the Gusto employee upload from the HR roster

gusto-employee-import · 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.

We're moving payroll to Gusto. Can you turn my HR roster into their employee upload using the template in the folder? Dana forwarded what Gusto told us and added our addresses. Save it as gusto_employees.csv.

Workspace

  • HR_master_roster.xlsx
  • email_from_dana.txt
  • gusto_employee_upload_template.csv

Expected deliverables

  • gusto_employees.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
Gusto template columns, exact ordercsv_columnsyes0
one row per employeecsv_set_equalyes0
row countcsv_row_countyes0
SSN left blankcsv_values_matchyes0
employee type and payment unitcsv_values_matchyes0
ratecsv_values_matchyes0
start datecsv_values_matchyes0
work addresscsv_values_matchyes0

Recorded results, complete desk comparison

pass pass, frozen scorer only fail timed out
SystemRepetitionsFrozen / 3Raw / 3Median minutesMean cost (USD)
Proto / DeepSeek V4.1 Flash331.40.0187
Codex / GPT-5.6 sol332.10.2530

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