Frameworks

The mental models and decision tools I use in product work.

📊 Prioritisation

RICE/DRICE Prioritisation

The enhanced RICE framework with a Dublin twist — adding Defensibility as a scoring dimension for enterprise and platform product decisions.

🤖 AI in Production

AI Production Readiness Checklist

A systematic checklist for evaluating whether an AI feature is ready for production deployment. Covers safety, trust, monitoring, and user impact.

📈 Measurement

Signal Scorecard

A systematic approach to evaluating customer signals. Separates noise from signal by scoring inputs on frequency, severity, revenue impact, and strategic alignment.