What Chronicle Labs does

Chronicle Labs builds staging environments for enterprise AI agents, letting teams test agents against real production workflows before deploying them. The platform captures live business data and replays it as realistic scenarios so agent behavior can be validated against actual usage rather than synthetic test cases.

Key capabilities

Chronicle connects to a wide range of integrations such as Slack, Stripe, Shopify and Zendesk to backfill and monitor production data, then reconstructs how work flows through those systems, including edge cases. Its backtesting arena runs agents through historical patterns and stress cases to compare performance across versions. After deployment, it monitors agents in production, captures failure scenarios, and converts them into reproducible test cases for continuous improvement.

Who it's for

The product targets engineering teams deploying and scaling AI agents in production—such as customer service, refund and payment workflows—who need to catch failure modes before users encounter them.