Noveum AI is an AI agent evaluation platform that connects production traces, evaluation results, and scenario tests to identify recurring failures. Its open-source Python SDK captures LLM calls, tool invocations, retrievals, and agent steps as structured traces. The platform applies compatible scorers to evaluate sampled traces and organize evidence into dataset items. It supports configured voice and chat scenario tests. NovaPilot ranks recommendations based on evaluated failure evidence and associated traces. Engineers review recommendations, implement approved changes, and verify releases. The managed evaluation platform operates separately from the open-source tracing SDK.