preferences-validate
Validate before you build

Validate product, pricing, messaging, and UX concepts with an AI Digital Population before you build.

See it run in a coding agent

A short walkthrough of preferences-validate validating concepts from inside an agent harness.

preferences-validate · agent demo
Quick walkthrough: running preferences-validate inside a coding agent.

Add the skill to your agent harness

One command via the skills CLI. Works with Cursor, Claude Code, Codex, and other common harnesses. Per-agent options are in the GitHub README.

npx skills add preferences-ai/preferences-validate

Before you run paid validation

Team API key

Create a Preferences AI Team and Team API key in Dashboard API Management, then export PREFERENCES_AI_API_KEY.

Local tooling

Ensure curl is available in the agent environment. The skill uses the public Dashboard API with X-API-Key auth.

Confirm paid spend

Before any paid operation, check PAI balance and ask for confirmation before spending on the user's behalf.

Start validating in your agent

Install preferences-validate, set your Team API key, and ask your agent to run a concept test.