Free Checklist

AI Product Sprint Checklist

A practical checklist for shipping an AI product in 2-3 weeks. Plan fast, build the MVP, test with confidence, and launch with a clear feedback loop.

Download Now Read the full guide

Sprint length

2-3 weeks

Checklist items

25 steps

Phases covered

Planning → Launch

Preview the checklist

A quick look at what you'll get inside the sprint checklist.

Planning

•Define the target user and job-to-be-done.
•Set a success metric and sprint goal.
•Choose the model and cost ceiling.
•Lock the MVP scope for week one.

Building

•Ship the core workflow UI.
•Version prompts and log outputs.
•Add latency budgets and timeouts.
•Instrument usage and errors early.

Testing

•Run a regression set before deploys.
•Stress test edge cases and input limits.
•Measure accuracy, latency, and cost.
•Do a full manual QA pass.

Launch

•Write a 1-minute quick start guide.
•Track activation and core actions.
•Launch to a small cohort first.
•Ship improvements within 48 hours.

Get the full checklist

Use this checklist as your sprint command center. It keeps teams aligned, surfaces risks early, and makes sure every AI launch has real feedback built in.

25-step checklist organized by phase so nothing slips.

Practical guardrails for cost, latency, and safety.

A repeatable workflow for 2-3 week AI sprints.