Guardrails, Pipelines, And Slop Code: What 130+ Automation Engineers Told Us About The Reality of AI in Testing

When we opened the 2026 Test Automation University Learner Survey, we expected feedback about tool preferences and video lengths. Instead, practitioners and engineering leaders at all different career points flooded our data with raw, unvarnished insights about what it actually takes to survive and grow in software today. We didn’t just pass these numbers through our AI robot.