Three different industries, same retrieval engine.

High-volume AI banking platform. 1.1M+ agent turns per month across customer service, collections, and sales.

31.8% cost reduction per turn. 43-75% less retrieval context.

Applied AI research for complex medical underwriting workflows. Improving extraction reliability, AI retrieval for dense medical content, and rule-mapping.

Deployed within Opifiny-controlled infrastructure. Collaboration shaped the blueprint for Knowledge².

30+ years of HVAC repair knowledge shipped as an AI agent for field engineers.

Junior techs operate at senior-level accuracy. Diagnostics, procedures, and parts in seconds.