The UK government partnered with Google DeepMind to build an AI prototype for accelerating housing planning decisions. This tool targets the bureaucratic bottlenecks slowing residential construction. It remains an early-stage experiment. Practitioners should watch for actual deployment data to see if AI reduces planning timelines or merely automates existing paperwork.