AI Feature Rollout and Experimentation

Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178.

Use When

• Launching a new AI feature or a major prompt/model change.
• A/B testing two prompts or two models on live traffic with statistical rigor.
• Rolling out gradually by tenant tier, region, or cohort.
• Adding tenant-level opt-out/consent surfaces required by enterprise procurement.
• Automating rollback when an SLO or eval signal degrades.

Do Not Use When

• The task is the eval harness itself — ai-eval-harness.
• The task is product-level prompt design — ai-prompt-engineering.
• The task is generic feature flagging unrelated to AI — use your flag platform docs.

Required Inputs