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AI MVP Planning Workflow

Cut a product idea down to the smallest first release that proves the core value — separate the real must-haves from everything that can wait, then define the MVP and its success signal.

The problem

Every feature feels essential when you're close to an idea, and that's exactly how a 'minimum' product turns into a six-month build that learns nothing until the end. MVP planning is the discipline of cutting — finding the single core value, shipping the smallest thing that tests it, and consciously deferring everything else. It's uncomfortable precisely because it means saying not-yet to good ideas. This workflow puts the model in a ship-and-learn mindset, forces the must-have-versus-later split, and ends with a first-release scope you can actually build, plus the signal that tells you if it worked.

Recommended workflow

Each step uses an existing NewPrompt tool, pre-filled by a matching resource. Open the resource to read it, or jump straight into the tool with the inputs ready.

  1. Get into a ship-and-learn mindset

    Anchor the model as a startup advisor whose instinct is to ship the smallest thing that produces real learning — so the plan optimizes for validating the idea fast, not for completeness.

    Outcome A bias toward the smallest release that learns, not the full product.
  2. Cut scope to the core

    Separate the one core value the first release must prove from everything that can wait. Force a must-have-for-v1 versus later split, and be honest that most good ideas are 'later'.

    Outcome A ruthless must-have-versus-defer split around a single core value.
  3. Define the MVP and its success signal

    Write down what's in the first release, what's deferred, and the one signal that tells you whether the core value landed — so the MVP is a decision you can build and measure, not a vibe.

    Outcome A crisp MVP scope with an explicit success signal.

Expected outcome

A defined first release built around one core value — what ships, what's deliberately deferred, and the signal that tells you whether it worked — so you build the smallest thing that learns instead of a 'minimum' product that quietly became everything.

Best for

  • Defining the scope of a first release
  • Cutting an over-large product idea down to an MVP
  • Deciding what to defer and what the MVP must prove

Not for

  • Designing the system's architecture — use the AI Project Architecture Workflow
  • Planning a full roadmap of milestones — this is the first release only
  • Managing an in-flight project's tasks

FAQ

AI MVP planning vs project architecture workflow: which should I use?

Scope it as the MVP if you're deciding WHAT to build first — the smallest release that proves one core value. Choose architecture if you're deciding HOW to build it — the structure. Scope versus structure; you usually cut the MVP scope here first, then design the architecture for it.

Isn't this just roadmap planning?

No — it's deliberately narrower. A roadmap plans many releases over time; this plans the ONE first release and what it must prove. The whole discipline is resisting the roadmap and shipping the smallest thing that learns.

Does the AI decide my scope?

No. It pushes for ruthless cuts and forces the must-versus-later split, but the scope call is yours. Its job is to make 'everything is essential' an uncomfortable position to hold.

What does the AI MVP planning workflow produce?

You get a written first-release scope: the one core value it proves, what ships in v1, what's deliberately deferred to later, and the single success signal that tells you if the core value landed. Step 3 organizes it into that structured summary — a scope you can build and measure, not a vibe.

How do I run the AI MVP planning workflow?

Run the three steps in your own AI tool: paste the startup-advisor role prompt to set a ship-and-learn mindset, then the scope-cutting prompt to force the must-have-versus-later split, then the structured-summary prompt to write the MVP and its success signal. NewPrompt supplies the prompts and order; you run them and own the scope call.

Part of these projects

Complete build journeys that include this workflow as a stage.

Guides for this workflow

Recommended next workflow

Tip: Each step's resource opens its tool pre-filled — start at step one and carry the output forward.