Business Bench

Tasks · desk · Reformatting

CRM accounts into a QuickBooks Online customer import

quickbooks-customer-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 invoicing to QuickBooks Online. Turn the CRM export into the customer import file using Marisol's template and rules, and save it as qbo_customers.csv.

Workspace

  • QBO_Customer_Import_Template.csv
  • crm_accounts_export_2026-09-10.xlsx
  • qbo_import_rules_from_marisol.txt
  • qbo_vendor_list.csv

Expected deliverables

  • qbo_customers.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
template columns in ordercsv_columnsyes0
one row per active customercsv_set_equalyes0
row countcsv_row_countyes0
display namescsv_values_matchyes0
company namecsv_values_matchyes0
street linescsv_values_matchyes0
city, state and ZIPcsv_values_matchyes0
phone formatcsv_values_matchyes0
termscsv_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 Flash331.70.0244
Codex / GPT-5.6 sol332.50.2965

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