Sri Malireddi

Moss builds <10 ms retrieval for real time AI systems, running on device, in the browser, and at the edge with no network round trip.

Most Voice AI systems break at scale because of retrieval. Latency increases, costs rise, and reliability degrades. The bottleneck is not the model. It is retrieval.

Moss replaces vector databases with local first search, eliminating network hops and enabling real time performance.

We work with teams building voice agents, support automation, sales assistants, and real time applications across mobile, edge, and embedded systems.

→ Sub 10 ms retrieval in production
→ Runs locally across browser, edge, and device
→ No vector database or external retrieval layer
→ Deployed by enterprises serving 2,000+ end customers

If you’re shipping a production voice agent or building real time systems on device or at the edge, happy to chat.