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Evaluate your Amazon Nova Sonic voice agent at scale, no microphone required

AWS Machine Learning Blog · Jun 08, 2026 · Engineering Insights

AWS released the open source Nova Sonic Test Harness to automatically evaluate voice agents at scale without a microphone.

“It runs complete multi-turn conversations with Amazon Nova Sonic automatically, evaluates them using LLM-as-judge techniques, and can even detect cases where the model's audio output doesn't match its text output (audio hallucinations).”

AWS open-sourced the Nova Sonic Test Harness, a framework that automates multi-turn voice-agent testing using LLM-as-judge techniques and can detect audio-text divergence (audio hallucinations) without manual microphone interaction. It addresses the difficulty of regression-testing non-deterministic, bidirectional speech-to-speech agents, which matters as voice agents move into production. The signal is a practical engineering/tooling advance rather than a major industry-shaping announcement.

voice-agents evaluation amazon-nova-sonic llm-as-judge aws

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