The UK government partnered with Google DeepMind to develop an AI prototype for faster housing planning decisions. This tool targets bureaucratic bottlenecks in the construction pipeline. While the project promises efficiency, it remains a small-scale experiment. Practitioners should monitor if these prototypes actually reduce approval timelines for large-scale residential developments.