The UK government partnered with Google DeepMind to build an AI prototype for accelerating housing decisions. This tool aims to streamline the planning process by automating complex site evaluations. It is an incremental application of existing LLM capabilities to bureaucracy. Practitioners should monitor if this prototype actually reduces approval timelines for developers.