Insights for Engineering Excellence

A 600-person software vendor rebuilt IT around products, then measured it a year later: ~5,300 fewer meeting hours a month. What the data showed, and what the headline number hid.

How much uninterrupted time do engineers actually have to improve the engineering system itself?

AI doesn’t fail randomly. It fails predictably. Discover the patterns 250 engineers identified and learn where AI creates value, where it creates friction, and why understanding remains the biggest bottleneck in software development.

AI success isn’t determined by model quality alone. Learn how high-performing engineering teams use AI for debugging, implementation, and delivery while avoiding review overload, rework, and trust issues

How do you measure the real impact of AI in software engineering? This case study introduces Agentic Experience (AX), revealing why AI-generated productivity gains often disappear through review, validation, and rework before reaching production.

Learn how Developer Experience surveys help engineering organizations uncover delivery friction, identify root causes, prioritize improvements, and turn developer feedback into measurable delivery outcomes across teams.

The Adaptavist Group is a digital transformation company with 1,000+ employees worldwide. It's a leading global partner of Atlassian, supporting more than half of the Fortune 500 companies.

Allegro is the largest e-commerce platform of European origin. Each month, 22 million customers visit the Allegro platform where they can choose from over 250m offers.

Orange is a network operator and digital service provider present in 26 countries. Here is the story of Orange operating in Poland.

CD PROJEKT RED is a world-renowned videogame development studio, famous for the Witcher games, GWENT: The Witcher Card Game as well as for Cyberpunk 2077. Till the end of 2020, over 50 million copies of The Witcher, The Witcher 2: Assassins of Kings and The Witcher 3: Wild Hunt were sold worldwide.

Whites uses the Network Perspective app to provide teams with continuous feedback about work habits and syncs. The two main challenges of remote work refer to teams’ workload & time management and teams’ well-being and connectivity. More time is spent on collaboration, and on the other hand the intra-tem connectivity and connectivity of new employees is much harder.

mBank / Poland's fourth largest universal banking group and a world icon when it comes to mobile banking and innovations.