A Pragmatic AI Integration Playbook for Product Teams

AI features fail when teams skip workflow design and governance. Start with one measurable workflow where latency, quality, and fallback are explicit.

Use provider abstraction and prompt/version controls so model changes do not break production behavior unexpectedly.

Define human-in-the-loop checkpoints for sensitive outputs and maintain audit trails for operational confidence.