# GAAI business automation lab

Run `python 11-Blog-Programme/labs/gaai-automation/automation_cases.py` from the repository root. The lab executes twenty deterministic controls for briefs, approvals, routing, duplicate detection, validation, idempotency, reconciliation, exception queues, cost/value arithmetic, user acceptance, permission registers and handover.

No n8n, Zapier, Make, model, OCR/transcription service, browser, mailbox, spreadsheet, accounting system or external connector runs. Platform scores, model outputs, event volumes, prices, timings and manual baselines are authored fixtures. The materials do not establish platform superiority, production value or a deployed workflow.

The verifier must pass all 20 checks and save `automation-verification.json`. Business-owner, security and editorial review remains pending.