The two-observation rule is what makes this actually usable
We run a mid-size grocery store and had tried camera-based shelf monitoring before. Every system we tested drowned us in false alerts from a single blurry frame or a customer standing in the wrong spot. Verity requires two clear observations to agree before it raises anything, and it skips frames it cannot read. In six weeks we have not had a single false alarm. When a shelf actually runs empty, we get an email with the frames that confirmed it, so there is no argument about whether the alert was real. The signed webhook into our ops system means the restocking task is created automatically. At $499 a month it is not cheap, but we are catching empty shelves hours earlier than before, and that has a direct effect on sales.
Raj, six weeks with zero false alarms in a busy grocery store is great to read. A shopper standing in the wrong spot shouldn't trigger anything, which is the whole reason Verity waits for two clear observations and skips unreadable frames. Glad the signed webhook is turning confirmed gaps straight into restocking tasks too. If you add more cameras or aisles, tell us and we'll help you tune the setup.