| Recorded English calls, high volume | English Fast Transcription (batch). Bound parallel requests with a semaphore to stay inside the concurrency cap. |
| Recorded calls in mixed or non-English languages, transcript only | Multilingual Fast Transcription (batch). Pass language when it is known. |
| Meeting transcription with speakers and emotion | Multilingual Transcription (batch) with speaker_diarization=true and emotion_signal=true. |
| Live captions with speaker labels or non-English audio | Multilingual Transcription (streaming). |
| Voice agent input, minimum latency | English Fast Transcription (streaming) with endpointing=true. Replace the displayed partial on each message rather than appending. |
| Screening a submitted clip for AI-generated voice | Deepfake Detection (batch). |
| Anti-spoofing during a live voice-authentication flow | Deepfake Detection (streaming). Frame verdicts arrive during the call. |
| A compliance recording that must be shareable | PII/PHI Redaction (batch). Returns the silenced MP3 and the tagged transcript together. |
| Routing audio by spoken language | Language Detection (batch). Read predicted_language_code; low confidence means no commitment. |
| Processing only speech from a live stream | Music & Speech Detection (streaming). Route on the frame classification. |
| Screening uploaded tracks for AI-generated music | AI Music Detection (batch). The clip primary_verdict is more accurate than the per-window scores. |
| Fraud or compliance review on recorded calls | Velma Triage (batch) with a detection package. |
| Live monitoring for escalation or churn | Velma Triage (streaming). behavior_detection events arrive during the call. |