Saoirse Callahan

Noise demolishes speaker identification accuracy far worse than benchmark scores suggest.

Silent degradation in recording bots costs more than downtime ever could.

Data residency and regulatory exposure make cloud transcription risky for regulated firms.

Small vocabulary gaps don't need months of retraining—keyword lists often close the gap in minutes.

Bot integration and local SDKs offer fundamentally different tradeoffs.