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Why Enterprise Voice AI Projects Stall Before They Reach Production

The pilot worked. The production deployment did not. For most enterprises, the difference comes down to one thing they did not plan for: the voice layer. It has never been easier to build a voice AI agent. LLMs, text-to-speech, and speech-to-text have matured to the point where a convincing proof o