Do you really need a Vector Search Database?

Elasticsearch was chosen for Intercom's AI retrieval system due to its balance of performance, cost, and operational familiarity. After two years, the system handles 300 million embeddings at 3x lower cost than alternatives, while improving response times and absorbing 10x increases in data volume and query traffic without major issues.