evaluation and monitoring, and safeguards for governance and privacy. Avinasi Labs assists with data preparation, embeddings, vector search, and retrieval-augmented generation to enable search and question answering over documents. Avinasi Labs offers implementation support, pilot projects, and ongoing optimization for production deployments across analytics, operations, and customer support use cases.