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Insights for Engineering Excellence

The Product Operating Model, Measured: 5,300 Meeting Hours a Month
The Product Operating Model, Measured: 5,300 Meeting Hours a Month

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.

October 12, 2026
Developer Experience Starts with Deep Work. Why the Best Engineering Organizations Measure Engineering Capacity, Not Just Productivity
Developer Experience Starts with Deep Work. Why the Best Engineering Organizations Measure Engineering Capacity, Not Just Productivity

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

August 25, 2026
We Asked 250 Engineers Where AI Fails. The Answers Were Surprisingly Consistent.
We Asked 250 Engineers Where AI Fails. The Answers Were Surprisingly Consistent.

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.

August 6, 2026
The Highest-Performing AI Teams Aren’t Using Better Models. They’re Using Better Delivery Practices
The Highest-Performing AI Teams Aren’t Using Better Models. They’re Using Better Delivery Practices

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

August 5, 2026
AI Generated ~14% Productivity Gains. Only ~6% Reached Delivery Outcomes. We Asked 250 Engineers Why.
AI Generated ~14% Productivity Gains. Only ~6% Reached Delivery Outcomes. We Asked 250 Engineers Why.

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.

August 3, 2026
We Don’t Run DevEx Surveys. We Run a Delivery Improvement System.
We Don’t Run DevEx Surveys. We Run a Delivery Improvement System.

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.

July 3, 2026
Adaptavist Group – unraveling the smart work puzzle
Adaptavist Group – unraveling the smart work puzzle

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.

The Adaptavist Group | Customer Stories
April 16, 2024
Allegro - Speeding up experiments  on new ways of working in the largest e-commerce of European origin
Allegro - Speeding up experiments on new ways of working in the largest e-commerce of European origin

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.

Allegro | Customer Stories
August 17, 2023
Orange - studying the company culture with big data
Orange - studying the company culture with big data

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

Orange | Customer Stories
July 20, 2023
CDPR – Empowering world’s top game-dev teams with continuous feedback on work habits
CDPR – Empowering world’s top game-dev teams with continuous feedback on work habits

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.

CDPR | Customer Stories
September 2, 2022
Whites – Building data-informed work culture in one of the fastest growing agencies in the world
Whites – Building data-informed work culture in one of the fastest growing agencies in the world

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. 

Whites | Customer Stories
August 19, 2022
mBank – Seamless peer-to-peer learning and mobility
mBank – Seamless peer-to-peer learning and mobility

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

mBank | Customer Stories
June 27, 2021