Engineering Metrics That Matter: The IMPACT Framework for Real GenAI Productivity

By Zoltan Sipkai

Your engineers are moving faster. But are you actually delivering more?

Most teams today are writing more code than ever. AI helped with that. Things look better on the surface - velocity is up, more stories are closing, dashboards look healthy.

And yet something feels off.

Deadlines still slip. Quality issues show up in production. Teams are busy, but not necessarily effective.

The uncomfortable truth is simple: most organizations don't know if they are actually getting better.

This is not a tooling problem. It's a measurement problem.

Engineering Metrics That Matter gives you a system to understand what is really happening inside your engineering organization.

The IMPACT Framework connects six dimensions of engineering performance - speed, quality, predictability, agility, code intelligence, and the impact of GenAI - into one coherent system. Not a dashboard. Not a list of metrics. A system you can use to make decisions.

Inside the book: Practical metrics you can actually use with formulas, context, and clear interpretationPatterns that show when something is wrong, including the Throughput Mirage, Zombie Sprint, and Metric TheatreA simple way to connect metrics so they don't get gamed or misinterpretedA realistic approach to measuring the impact of GenAI on engineering teamsExamples from real organizations what worked, what failed, and whyWho this is for:

This book is written for engineering leaders who are expected to deliver results and explain them.

VPs and Directors of EngineeringHeads of Delivery and TransformationEngineering Managers responsible for teams and outcomes

If you've ever looked at your dashboard and thought, "This looks fine, but something is not right," this book is for you.

Why this approach works:

Most metrics fail because they are used in isolation. One number improves, another gets worse, and nobody sees the connection.

IMPACT works as a system. When something moves in the wrong direction, it becomes visible somewhere else. That is what makes it usable in real environments.

This is based on real data, not theory - across hundreds of teams, thousands of sprints, and multiple industries.

The goal is not more metrics. The goal is better decisions.

Zoltan Sipkai is an engineering executive. He has led multi-region engineering organizations, built engineering intelligence systems, and worked with teams ranging from startups to Fortune 500 companies. He is also the author of The CAPTAINSHIP Framework.

• Format: Paperback
• Language: English
• ISBN: B0GW8RW5Z8
• ISBN13: 9798255123100
• Release Date: April 2026
• Publisher: Independently Published
• Length: 206 Pages
• Weight: 0.62 lbs.
• Dimensions: 0.4" x 6.0" x 9.0"