Orca Security's Discovery AI turns plain-language questions into cloud security queries
Overview
Orca Security has built Discovery AI, a natural language query agent on Amazon Bedrock that converts plain-text questions into Sonar queries across more than 900 cloud models.
The company says the system has been in production since March 2026, handling thousands of queries per day, with internal subject matter experts and customer feedback validating query quality.
According to Orca and AWS's Machine Learning Blog, the hybrid retrieval-augmented generation pipeline cut query costs 90 percent, input tokens 93 percent, and latency 75 percent compared with the company's initial single-prompt baseline. Responses take about 15 seconds.
Written by AI from the articles below · updated Oct 13, 12:14 PM ET
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- AWS Machine Learning BlogOfficialOrca Security uses Amazon Bedrock to turn plain-language questions into security queries
AIOrca 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.
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