RICE.tools

Real-time feature prioritization for distributed teams

How This App Works

Get your priorities straightened up in 3 simple steps!

1
Upload your feature list

CSV: First column becomes features (header ignored)
MD: Every non-empty line becomes a feature
TXT: Each line is a feature

2
Share link with your team

Collaborate in real-time with clean, shareable URLs

3
Do it sync or async

Score features together live or work at your own pace

🎯Ready to Get Started?
Upload your feature list and start making data-driven prioritization decisions with your team.

Upload Your Feature List

Upload a .txt, .md, .csv, or paste your feature list

or
Try:
SAMEDL

What is RICE?

A framework to identify which projects to prioritize

R
Reach
How many customers will be impacted within a specific time frame?
I
Impact
How much will it impact each user? Use scale 0.25-3 since this can be tough to assign.
C
Confidence
Assign a percentage to how sure you are that your product will resonate with consumers.
E
Effort
How easy or difficult is the project based on how many people you need on your team?

The Complete Guide to RICE Prioritization

Master the art of feature prioritization with this comprehensive framework

Why RICE Prioritization Matters

Product teams face an endless stream of feature requests, bug fixes, and improvement ideas. Without a systematic approach to prioritization, teams often fall into common traps: building features that seem exciting but don't move the needle, spending months on low-impact work, or making decisions based on whoever speaks loudest in meetings.

The RICE framework, developed by Intercom, provides a data-driven approach to cut through the noise and focus on what truly matters. By scoring features across four key dimensions, teams can make objective prioritization decisions that maximize impact while considering resource constraints.

Impact Scale
0.25Minimal
0.5Low
1Medium
2High
3Massive
RICE Score

Formula

(R × I × C%) ÷ E

Higher scores = higher priority

Ready to Start Using RICE?

The best way to learn RICE is by doing. Start with a small set of features, gather your team, and begin scoring. You'll quickly develop intuition for the framework and see how it transforms your prioritization discussions.

  • Gather 5-10 features to start
  • Include diverse team members
  • Set aside 1-2 hours for your first session

Frequently Asked Questions

Common questions about RICE prioritization and using this platform

About RICE Framework

Scoring & Calculation

Using the Platform

Best Practices

Technical & Platform Questions