Solution architecture

Cache-first generation, with scheduled refresh

Client and app shell
Application services and generation
Data, cache, and scheduled refresh
Provider integrations
A cache hit returns instantly. A miss calls the AI engine, then caches the result for the next request.
Capability stack

From source feeds to vendor briefings

Coverage scales from 20+ vendors to 100+ on the same stack.