Product & Engineering
A Phase-by-Phase Framework for Building Ethical Oversight Into Your AI Product Lifecycle
This article presents a practical, phase-by-phase framework for embedding ethical oversight into AI product development. It offers concrete checkpoints and named human roles for each stage, from ideation to monitoring, operationalizing ethical AI beyond abstract principles.
Marek Kowalski·November 6, 2026