We Have Been Running Heisenbug for 10 Years—What Topics Matter This Year?

A year ago, we looked at what testers do: which tools they use and what environments they test in. This time, we decided to focus on something else—what gets in the way of developing an engineering culture: automation, tool adoption, and test-design practices. We also want to learn how you use AI on your project: what works well and what holds you back.
We want to hear from testers, developers, analysts, and managers—everyone involved in quality assurance. Share the link with colleagues whose work is also connected to testing.
We will raffle 3 in-person and 6 online tickets to Heisenbug 2026 Autumn among participants. At the conference opening, we will present the first results. A little later, everyone who takes part and leaves an email address in the survey will receive a report with the study results and charts.
P.S. There are many questions—please try to answer all of them. If you are short on time, answer at least the questions about obstacles.