Implementation may involve help desk, CRM, documentation, identity, product, analytics, billing, onboarding, communication, and project systems. Answers and actions need to respect tenant separation, user role, account membership, entitlements, geography, contract terms, and current product configuration. A customer-specific source should never become general knowledge for another account.
Tool actions require narrower authority than answers. Changes to users, settings, billing, data, or integrations need authorization, confirmation, logging, failure handling, and a person when the consequence is material. Evaluation should follow releases, permission changes, new plans, support incidents, and documentation updates. If the source program is weak, the AI workflow needs to expose that weakness rather than cover it with fluent output.