Why Your Competency Matrix Is Useless — and How AI Will Save It

The sheer number and variety of existing competency matrices in testing can be overwhelming, and even if you build one tailored to your needs, it usually ends up being of little use. In this talk, we will show how a competency matrix can be transformed from a static table into a dynamic development ecosystem using AI agents, automated data collection, and adaptive competency assessment. We will also discuss why a standard matrix without AI fails to create real value, and how to build a genuine tool for the growth and development of testers.