Our Mission

Throughout my career, I have witnessed many talented engineers go unnoticed while less productive teams received undue recognition due to outdated performance measurement processes. However, advancements in AI have provided us with the tools to address this issue effectively.
My drive to create a fairer system for evaluating performance and productivity keeps me moving forward, even when the journey gets tough.

Every engineering leader faces the same challenge: understanding what's really happening in their teams beyond basic metrics. Are knowledge silos forming? Is collaboration truly effective? Where are the hidden bottlenecks? We help answer these critical questions by revealing the real patterns in how teams work. Our insights enable leaders to strengthen collaboration, distribute knowledge effectively, and build more resilient engineering organizations where both people and technology flourish.

Having led teams in product, tech, and design across major media companies, I've seen firsthand how traditional metrics fail to capture the real impact of engineering teams. At Snapshot Reviews, we're redefining how organizations understand and support technical talent. By combining AI with deep engineering insights, we're creating transparency that empowers both leaders and individual contributors to achieve their full potential.