From Tool Adoption to Organisational Design
An Empirical Study of AI Integration in Agile Software Development
AI coding assistants are used daily by most professional developers, yet organisations treat them as individual tools within stable team structures, leaving fragmentation and governance unaddressed. This study investigates whether practitioners perceive AI integration as an organisational design problem and whether they consider a three-layer model (System, Platform, and Product Teams) plausible.
We surveyed n = 99 professional developers with 28 Likert items normalised to a −3 to +3 scale. Practitioners endorse AI development environments as shared infrastructure, yet a gap between the model's abstract plausibility (M = +1.49) and its perceived applicability (M = +0.76) reveals an acknowledged maturity deficit.
Intensive AI users frame integration as an organisational challenge more strongly (d = 1.63, p < .001) and report pronounced shifts from producing code towards reviewing and steering AI outputs (r = .790, p < .001). Agile practices evolve selectively, with Continuous Integration and TDD gaining governance significance. Organisations therefore have a window of opportunity to respond structurally before fragmentation becomes entrenched.