Databricks acquires Quotient AI to power AI agent evaluations

Databricks announces the acquisition of Quotient AI, a platform specializing in evaluation and reinforcement learning for AI agents in production environments.

• •Quotient was built by engineers who led quality improvement for GitHub Copilot, bringing expertise in measuring large-scale AI systems
• •The platform analyzes full agent traces from production to detect hallucinations, reasoning failures, and incorrect tool use
• •Detected signals are automatically clustered into structured evaluation datasets and reward signals for monitoring and fine-tuning agents
• •The acquisition strengthens three Databricks products: Genie (data chat agent), Genie Code (autonomous data engineering agent), and Agent Bricks (agent-building platform)
• •The goal is to enable AI agents to continuously learn from real-world usage and become domain experts over time