Vision AI is next gen Image Recognition: Without stopping or sidestepping to "stitch," Pensa processess the shelf at full walking speed and produces a 3D digital twin. For a true view of store reality.

Vision AI interprets the shelf for you and provides you with data about where your products are placed, share of shelf, and full data about your competitors and private label products, automatically. 

Faster time to value: models begin learning as soon as shelf images are captured—onboarding drops from months to weeks.

Greater Scalability: Enables rapid rollout across new categories, markets, and retailers without retraining bottlenecks

Requires taking pictures of the aisle, side-stepping with each photo, and "stitching" the shelf together from multiple photos. Manual, difficult to do, and time consuming. 

Legacy IR means field teams and outside vendors send dozens of pictures for each category to look at by hand. Manual effort is then required to intervene and verify data before getting accurate results. 

Require large, annotated image datasets before product recognition can begin with each new product manually labeled and fed into the model

Each new category requires a new set of reference images for adding new products and retraining the model before product recognition can happen in new markets or with new products