Databricks buys Quotient AI to boost enterprise‑grade AI agent performance

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Databricks has acquired Quotient AI, a provider of AI agent evaluation and training software, to help enterprises scale AI agents in production more reliably.

“Quotient AI was built to close the gap in agent evaluation and continual learning,” the company said in a statement, adding that the startup’s technology, infused inside its Genie and Agent Bricks offerings, will help enterprises monitor agent behavior in production, detect critical issues, and use those signals to improve agent performance continuously.

Addressing agent reliability in production

The acquisition, analysts say, aims to resolve a growing concern among CIOs trying to operationalize AI agents: while building prototypes has become relatively easy, proving that those systems behave reliably across complex enterprise workflows remains far harder.

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