Indian cities now spend months a year above hazardous AQI, and the buyer has shifted from individuals buying a box filter to institutions buying a system: a positive-pressure build-out with ducting, sensors and a maintenance contract, sized to a building rather than a room. The product is infrastructure, sold and serviced like an HVAC or fire-safety system, to facility managers at schools, hospitals, corporate campuses and gyms who are accountable for occupant health and increasingly for compliance.

The wedge is the install-plus-AMC model: a company designs a clean-air-bubble system for a specific building, installs ducting and pressurization hardware, and sells an annual maintenance contract that keeps filters, sensors and airflow calibrated. That recurring service relationship, not the one-time hardware sale, is where the business actually makes money and where it becomes hard to rip out.

The target customer is an institution with a duty of care and a budget line for facilities, not a consumer with Rs 30,000 to spend on an air purifier. Once a school or hospital has ducted a building and signed a multi-year AMC, switching to a competitor means re-ducting the building, so the retention economics look more like enterprise SaaS than like consumer electronics.