Measure error share before blaming low-quality audio
Measure error share before blaming low-quality audio When a multimodal classifier underperforms, separate enrichment from prevalence. Audit missing transcripts, low signal energy, extreme duration, alignment confidence, channel provenance, and asset integrity; then report both a…