Retell AI develops graph-native review interface for production voice agents with the release of Conductor

Retell AI, a fast-growing AI voice agent platform, is releasing Conductor, a graph-native review system for production voice agents.

According to the company, Conductor is an AI copilot that understands how voice agents run by showing every proposed change right inside the agent’s workflow along with waiting for an approval from a person before it makes any changes. Conductor helps enterprises build, create simulation tests, analyze calls, and continually improve the AI voice agents that power their contact centers.

There is no code to write and nothing to configure by hand, so product, operations and support teams can quickly shape a production voice agent just by describing what they want in less than 90 seconds.

Conductor packages thousands of real-world customer deployments and best practices into a single operationally aware system that helps teams build, test and continuously improve voice agents through an intuitive interface, the company said.

"Generic copilots weren’t enough," said Bing Wu, co-founder and CEO of Retell AI. "Building production-ready voice agents is far more complex than generating prompts or making isolated edits. Every change can impact customer experiences in unexpected ways. We built Conductor to think like an expert operator, not a generic assistant."

Voice agents are interconnected systems where even minor edits can unintentionally create downstream issues. Conductor reviews failed calls, generates simulation tests to reproduce the failure, and surfaces the fix as a reviewable proposal.

Suggestions are only as good as the context behind them, so Conductor can be directed to a failed call, a specific workflow step, a saved test case, or a file to generate targeted recommendations. It reads exactly what happened and tailors its advice to that situation, the company said.

Retell AI has packaged learnings from thousands of enterprise deployments into Conductor, enabling anyone, regardless of technical expertise, to build like a seasoned voice AI engineer.

Instead of relying on trial and error, organizations gain access to deployment frameworks, optimization techniques and operational knowledge that previously required specialized teams. Conductor further strengthens the Retell platform as enterprises choose to move from AI experimentation to production-scale deployment.

"Most AI tools help you build something once," said Wu. "Conductor helps you operate, improve and scale voice agents every day after launch. That's where the real challenge begins."

Conductor is now available to all Retell customers.

For more information about this news, visit www.retellai.com.