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Evaluation Methods
19 min read
LLM-as-a-judge limits in voice AI: 9 failure modes and how to catch them
LLM-as-a-judge misses real voice agent failures. See 9 failure modes backed by research, how to catch false positives, and the fixes that hold up.
September 28, 2026Read more
Voice AI Evaluation
17 min read
Why AI voice agents fail in production: 9 failure layers, how to detect each, and how to prevent them
Voice agents fail in production across 9 layers, from 8 kHz audio to silent tool errors. Symptoms, root causes, alerts, and fixes in one master table.
September 28, 2026Read more