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.

What is this tool?

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.

Our free MVP Feature Prioritizer is designed to help founders and vibe coders make data-driven decisions. By understanding this metric, you can better architect your business model and ensure long-term sustainability.

How It Works

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

To use this tool, 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).

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