
A practical voice AI hardware integration checklist for software teams covering audio, BLE, cloud APIs, identity, security, OTA, power, manufacturing and acceptance testing.

AI voice performance begins before the model. This engineering guide explains how microphone geometry, filtering, beamforming, echo cancellation, gain control, voice detection and wake-word processing work together—and what teams should measure on target hardware.