AI MVP Feature Prioritizer
Paste your feature list and get a MoSCoW-prioritised roadmap that tells you exactly what to build, defer, and drop for your MVP.
How it Works
- 1.Describe your product in a sentence and list all the features you're considering.
- 2.Set your target MVP timeline — the tighter the timeline, the leaner the Must-Have list.
- 3.Get a MoSCoW table: Must Have, Should Have, Could Have, and Won't Have for this MVP.
- 4.Each feature includes an effort estimate (S/M/L) so you can plan sprints immediately.
Who Uses the MVP Feature Prioritizer?
Scope creep is the #1 reason MVPs are delayed or abandoned. This tool applies the MoSCoW framework automatically so your team focuses on the right features for the right reasons.
Founders Scoping Their First MVP
Turn a wishlist of features into a structured, timeline-aware build plan. Know exactly what's in V1 and what can safely wait for V2.
Product Managers Running Sprint Planning
Use the MoSCoW output as a starting point for your next sprint planning session. Import the prioritised list into Linear, Jira, or Notion in minutes.
Agencies & Dev Studios
Set clear scope boundaries with clients before signing off on a spec. Show them the prioritization rationale — not just the list — to justify timeline and budget.
Developers Evaluating a New Project
Get a realistic read on which features are genuinely "must have" versus which are invented urgency. Use it to push back on scope with data.
Frequently Asked Questions
What is the MoSCoW prioritization method?
MoSCoW stands for Must Have, Should Have, Could Have, and Won't Have (for this release). It's a widely used product management framework for deciding what to include in a given build cycle. Must Haves are non-negotiable; Won't Haves are explicitly deferred to future versions.
How does AI decide what is "Must Have" vs "Should Have"?
The AI evaluates each feature against two axes: (1) how critical it is to the core user journey — meaning the product doesn't work without it — and (2) the effort required to build it. Features that are high-impact and low-effort are prioritised first.
What is the effort estimate (S, M, L)?
S = Small (1–3 days), M = Medium (3–8 days), L = Large (2–4+ weeks). These are rough calibrations for a single mid-level developer. Actual timelines depend on technical debt, third-party integrations, and team velocity.
Should I include authentication as a feature?
Yes. Authentication is almost always a Must Have, but it's worth listing so the tool can include it in the effort total. Note that using a managed auth service (Clerk, Auth0, Firebase Auth) reduces auth effort from L to S significantly.
Can I use the output directly with a developer or agency?
Yes. The MoSCoW table is structured to serve as a clear scope document for a developer brief, agency RFP, or project kick-off. Add it to your Notion or Linear backlog with minimal editing.
Is the MVP Feature Prioritizer free?
Completely free. No sign-up needed. Powered by Llama 3.1 via Groq.