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. While the project targets bureaucratic bottlenecks, the actual impact on construction speed remains unproven. Practitioners should monitor the prototype's deployment for real-world efficacy.