The enterprise voice AI split: Why architecture — not model quality — defines your compliance posture

Published: (December 26, 2025 at 03:00 AM EST)
1 min read

Source: VentureBeat

Introduction

For the past year, enterprise decision-makers have faced a rigid architectural trade‑off in voice AI: adopt a “Native” speech‑to‑speech (S2S) model for speed and emotional fidelity, or stick with a “Modular” stack for control and auditability. That binary choice has evolved into distinct market segm…

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