Human oversight
AI outputs are advisory inside admin workflows. Critical actions — payouts, tax filings, customer-facing publishing — require explicit human confirmation. We do not deploy fully autonomous agents against customer money or customer data without a confirmation step. Owner: DPO + AI lead. Verification: design reviewed at vendor onboarding and at each feature release; recorded in the internal AI registry.