How to use the RICE scoring template

Start a board from it
Use this template opens a new Freero board with the RICE scoring template on it (sign up free first). On a board you already have, open Templates in the toolbar and search for “RICE scoring”.
Follow the instruction on the board
“Score each idea on its own, then sort by the last column. A surprising order is a reason to talk, not to obey.”
Fill in each part
- Table Columns: Idea · Reach · Impact · Confidence · Effort · RICE score
- How to score
- Parked ideas Not scored yet, or not now.
Bring your team and your agents
Invite people to the board or share a link, and work on it together live. The timer is in the top bar, private mode and voting in the board menu, and Claude or ChatGPT can join through Freero’s MCP server.

Work on it with an AI agent

Connect an assistant once and it works on the board with you, with your permissions: by default it reads and proposes, and people decide.

You ask: “Fill in the RICE scoring board from these notes.”
What happens It reads the board, then proposes sticky notes for it. Nothing changes until someone on the board accepts them.
You ask: “Group what we wrote into themes and list the actions.”
What happens It proposes clusters with a title each and task cards for the actions, labelled with its name and yours.

Kano feature sort
Sort features by how customers react to having or missing them: basics they expect, features where more is better, and delighters.
MoSCoW prioritisation
Agree the scope of a release or project as must have, should have, could have and won’t have this time.
Feature request triage
Go through incoming feature requests: who asked, the problem behind the ask, how often it comes up and what we decide.
Opportunity solution tree
One outcome, the customer opportunities behind it, solutions for each and the experiments to test them.
Opportunity scoring
Find under-served needs: score how important each outcome is to customers and how satisfied they are today, then chase the biggest gaps.
Product vision on a page
Say where the product is going in one page: the change it makes, for whom, what it will never be, and how we’ll know it worked.