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Voice AI MVP: what to design before the first demo
A voice agent looks like a simple ASR, LLM, and TTS chain until a real user appears. A useful first MVP needs a system map, latency budget, and failure paths before the demo.
From AI demo to production agent
A demo proves that the technology can work. A production agent must be observable, controllable, integrated, and understandable for the team that will live with it after launch.
AI products need narrow promises
The broader an AI product promise becomes, the harder it is for users to see where it becomes useful. A narrow promise gets to the right workflow, metric, and trust faster.