Orca Security uses Amazon Bedrock to turn plain-language questions into security queries

Orca Security built Discovery AI, a natural language query agent on Amazon Bedrock, that converts plain-text questions into Sonar queries across its more than 900 cloud models.

The company says the hybrid RAG pipeline cut query costs 90 percent, input tokens 93 percent, and latency 75 percent compared with its initial single-prompt baseline. The system runs thousands of queries per day at about 15-second response times.