Right dose, right time—micro‑dosing that adapts to context and preference.

An AI dosing agent blends rules (safety, intensity limits) with context (time of day, room size, occupancy) and behavioral signals (opt‑in preferences, schedule) to micro‑dose scent only when it creates value. Brands can set goals (refresh on morning routine, relax before bedtime) and let the agent optimize the path—saving consumables while improving experience. Over time, the model learns which profiles perform best by region and cohort, informing production, bundling, and merchandising. It’s personalization without complexity for the end user—and measurable ROI for the brand.