How to use the Golden test set template

Start a board from it
Use this template opens a new Freero board with the Golden test set template on it (sign up free first). On a board you already have, open Templates in the toolbar and search for “Golden test set”.
Follow the instruction on the board
“Take cases from real usage, including the messy ones. Every bug found in production becomes a new row.”
Fill in each part
- Table Columns: Input · Expected · Tags · Why it’s here
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 Golden test set 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.

Eval review board
Go through test cases for an AI feature: the input, what good looks like, what it actually said and the verdict.
Prompt iteration log
Keep track of how a prompt evolves: each version, what changed, how it did on your test cases and whether to keep it.
Agent permissions review
Decide what an AI agent may do on its own, what needs a person’s approval and what it must never do, action by action.
Agent incident review
Look into a time an AI agent got something wrong: what happened, why it happened, why checks missed it, and what changes.
Model option comparison
Compare AI model or tool options for one job on quality, cost, speed, privacy and fit, using your own test cases.
AI feature spec
Specify an AI-powered feature: the user and job, inputs and outputs, how it can fail, the guardrails and how you’ll measure quality.