Lucius AI, a solo-founder tender intelligence platform covering over 210,000 public contracts across five continents, consolidated its data infrastructure on AlloyDB for PostgreSQL. By migrating semantic search to a ScaNN index and automating database operations via Model Context Protocol, the company achieved a 47x query latency improvement and eliminated manual administrative overhead.