How a solo founder runs a five-continent tender platform on AlloyDB and MCP

Lucius AI reports a 47x latency reduction for semantic search on AlloyDB by switching to a ScaNN index. The single-operator startup also uses Model Context Protocol to automate database administration tasks like query analysis and incident forensics. This vendor case study highlights practical integration patterns for managed PostgreSQL and AI agents in production environments.