Where low-cost air sensors fit (and where they don't)

Low-cost electrochemical and optical PM sensors have matured enough to be useful for fenceline density, but their long-term drift demands a reference anchor on the same airshed.

We deploy sensor pods alongside a reference AQMS and continuously cross-calibrate using edge models — keeping the network honest without giving up resolution.