Start with one high-value workflow
AI integrations work best when applied to one measurable use case first, such as support summarization, triage, or content draft assist.
Safety-first rollout
- Define where model output is allowed and blocked.
- Add validation layers before output reaches users.
- Capture prompts and outcomes for auditability.
- Fallback to deterministic behavior when confidence is low.
Operational ownership
AI features need monitoring and iteration, just like APIs. Track failure patterns and improve prompts and routing weekly.