From pilot to production: a rollout playbook for agentic features
How we sequence shadow mode, limited release, and full automation so product, legal, and ops stay aligned—and metrics tell the story.
The fastest way to kill an agent project is to skip the boring middle: a pilot that measures something your CFO and counsel both care about. We use a four-stage ladder that keeps scope small while pressure-testing reality.
The four stages
- Shadow mode: generate suggestions, never send; compare to human actions.
- Reviewer queue: one-click approve with full diff and policy hints.
- Limited release: narrow segment or geography with elevated monitoring.
- Autopilot: only where error budgets and rollback paths are proven.
Pick one north-star metric per stage
Stage two might optimize for reviewer time saved. Stage four might optimize for conversion or deflection without hurting CSAT. If every stage chases the same number, you will optimize prematurely and hide failure modes.
“A pilot without a kill switch is just a demo with production traffic.”
Document the kill switch before launch: who can flip it, in what tool, and what customer-visible copy appears when automation pauses. Rehearse it once. Future you will send thanks from a beach.
Related articles
- Engineering8 min read
Building observable agent loops that teams actually trust
Why the difference between a demo and production is telemetry, budgets, and human-readable traces—and how we wire them from day one.
- Governance7 min read
Policy layers for customer-facing assistants
A practical split between model creativity and hard rails: what belongs in prompts, what belongs in code, and how to version both without shipping surprises.
- Industry9 min read
Agentic commerce readiness: a checklist for operators
Before you let an assistant touch carts and coupons, these are the catalog, identity, and governance checks we run with every merchant team.