Transcription Confidence Scores and Error Handling in Production
Confidence scores don't predict accuracy unless you've proven yours against your actual audio.
Priya Subramaniam
Data residency and regulatory exposure make cloud transcription risky for regulated firms.
Confidence scores don't predict accuracy unless you've proven yours against your actual audio.
Smart routing cuts streaming costs by a third without sacrificing accuracy when it matters most.
Small vocabulary gaps don't need months of retraining—keyword lists often close the gap in minutes.
Diarization systems fail on unfamiliar accents because training data never included them.
Whisper excels at accuracy, Deepgram at live speed—choose based on your priority.
Bot integration and local SDKs offer fundamentally different tradeoffs.
Separate audio streams solve a structural problem that algorithmic sophistication alone cannot fix.