Natural language security queries at Orca Security using Amazon Bedrock
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Orca Security built Discovery AI, a natural language query agent on Amazon Bedrock that converts plain-English questions into Sonar queries. The post shares the multi-stage architecture and the results: 90% lower query cost, 93% fewer input tokens, and 75% lower latency than the initial baseline.
Security analysts need fast answers about their cloud infrastructure without deep familiarity with domain-specific query languages. Orca Security ’s tool covers over 900 cloud models (the resource types Sonar tracks, such as an Amazon Elastic Compute Cloud (Amazon EC2) instance or an Amazon Simple Storage Service (Amazon S3) bucket). Querying that data required precise model names, nested relationship navigation, and selection from 18 operators (comparison functions like equals or contains used…
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