Are app and voice features reliable on these purifiers?

Verified-purchase reviewers generally report that Levoit's VeSync app and Coway's app handle scheduling and air-quality history well, with Alexa compatibility on several models. That said, app reliability is the most common minor complaint across smart purifiers, with occasional reconnection issues after WiFi changes. None of the candidates here had independent lab testing of app uptime in the signals we reviewed.