The UK government partnered with Google DeepMind to build an AI prototype for accelerating housing planning decisions. The system aims to reduce bureaucratic delays in the construction pipeline. This is an incremental application of existing LLM capabilities to administrative workflows. Practitioners should monitor if the prototype actually reduces approval timelines.