# Integration patterns — Safe Rollout Plans for AI Features

Source: https://www.geekswithgeeks.com/en/ai-feature-rollouts/ai-feature-rollouts-11

> Apply foundations 3 in Safe Rollout Plans for AI Features.

## Understand Integration patterns

In **Safe Rollout Plans for AI Features**, connect the goal, constraints, risks, and measurable outcome before selecting a workflow.

## See the workflow

Understand the context, make a focused decision, verify the result, then improve.

![A four-stage learning workflow.](assets/figures/ai-feature-rollouts/section-3-map.svg) — Figure 3.1 — Understand, act, verify, improve.

## A useful comparison

Treat this as a route plan: every step should lead to a checked destination.

Check your reasoning.

**Quiz:** What should come before selecting a workflow?

- [x] A clear goal, constraints, and evidence.
- [ ] An unverified copy.
- [ ] No safety review.

*Answer:* A clear goal, constraints, and evidence.. Evidence and constraints make decisions reviewable and safer.