A premium sensor mounted above a TV or near a sunlit window lies convincingly. Position temperature and humidity sensors at breathing height, away from drafts, electronics, and direct sunlight. Use CO2 sensors where people gather, not hallways with transient airflow. Avoid return vents that skew readings. Thoughtful placement reduces false triggers, stabilizes setpoints, and keeps control loops from chasing ghost heat that only exists on the wall.
Begin with time-based schedules, then layer occupancy sensing, geofencing, and learned routines that anticipate arrivals. Predictive preconditioning nudges temperature before you wake or come home, using gentler, more efficient ramps. Machine learning is optional; pattern-aware rules often suffice. The payoff is smoother equipment operation, fewer abrupt setpoint jumps, and a home that feels attentive without constant manual tweaking or nagging notifications demanding your approval.