How to Plan an AI-Assisted MVP Without Overbuilding

Name the assumption

Write the belief that must be true for the product to work: a specific audience will take a specific action because they receive a specific outcome. If the assumption is vague, the MVP will become a feature list.

Design one complete journey

Choose the shortest route from user intent to delivered value. Include the states needed to test that journey properly, including errors and follow-up.

• Entry and promise
• Required input
• Core action
• Outcome
• Feedback or next step

Decide what evidence changes the roadmap

Define what you will observe, how many conversations or uses are enough to learn and which result means refine, expand or stop.