Free MVP Feature Prioritizer — ICE Score Your Feature List

Score your planned features by Impact, Confidence, and Ease. Get a ranked build order so you know exactly what to ship first and what to cut from your MVP.

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The MVP Feature Prioritizer is a free, no-signup tool from Vibe Ideas. Score your planned features by Impact, Confidence, and Ease. Get a ranked build order so you know exactly what to ship first and what to cut from your MVP. Formula: ICE Score = Impact (1-10) × Confidence (1-10) × Ease (1-10).

What does the MVP Feature Prioritizer do?

Score your planned features by Impact, Confidence, and Ease. Get a ranked build order so you know exactly what to ship first and what to cut from your MVP.

Most vibe coders build the fun features first, not the most valuable ones. ICE scoring forces ruthless prioritization — the difference between shipping and over-engineering.

How does the MVP Feature Prioritizer work?

The Formula: ICE Score = Impact (1-10) × Confidence (1-10) × Ease (1-10)

  1. Gather your inputs. Collect the values needed: Feature Name, Impact (1-10), Confidence (1-10), Ease (1-10). Use real numbers from your analytics or finance dashboard when possible.
  2. Enter the numbers. Type each value into the matching field on the MVP Feature Prioritizer. The calculator runs entirely in your browser — nothing is stored or sent to a server.
  3. Read the result and act on it. Most vibe coders build the fun features first, not the most valuable ones. ICE scoring forces ruthless prioritization — the difference between shipping and over-engineering.

Inputs you'll need

Why it matters for your startup

Most vibe coders build the fun features first, not the most valuable ones. ICE scoring forces ruthless prioritization — the difference between shipping and over-engineering.

Frequently Asked Questions

What is the MVP Feature Prioritizer?

Score your planned features by Impact, Confidence, and Ease. Get a ranked build order so you know exactly what to ship first and what to cut from your MVP.

Why should I use the MVP Feature Prioritizer?

Most vibe coders build the fun features first, not the most valuable ones. ICE scoring forces ruthless prioritization — the difference between shipping and over-engineering.

How is the MVP Feature Prioritizer calculated?

The MVP Feature Prioritizer is calculated using the following formula: ICE Score = Impact (1-10) × Confidence (1-10) × Ease (1-10).

Is the MVP Feature Prioritizer free?

Yes — the MVP Feature Prioritizer is 100% free and requires no signup, account, or credit card. Run it as many times as you need while iterating on your startup.

How accurate is the MVP Feature Prioritizer?

The output reflects the inputs you provide. For directional planning and pitch decks, it is reliable. For board-level financial decisions, treat the result as a starting point and stress-test with alternative scenarios.

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