Shelf images into reviewable results
Upload photographs and inspect detected instances, unique products and processing results. Multiple-image inputs include a stitching path.
A retail workspace connecting shelf recognition, product review, a structured catalog and linked price history.

The engineering challenge
A predicted product is the beginning of an operator’s work. The difficult part is making its identity inspectable, correcting imperfect matches and keeping the result connected to an evolving catalog.
The image processor connects to reference-image review, editable product records, linked source observations and structured exports. Human correction is part of the main workflow.
Move from a shelf image to a proposed SKU, inspect its reference, correct the match and follow the product’s recorded price context.
Conceptual workflow · not an application screenshot
Upload shelf photograph
Inspect product proposals
Correct SKU + reference
Explore history + export
What we built
Upload photographs and inspect detected instances, unique products and processing results. Multiple-image inputs include a stitching path.
Tune product and price-tag detection thresholds independently, with explicit settings for planogram and traditional-trade inputs.
Compare a detected crop with its proposed reference, edit the crop, find another SKU and manage accepted reference examples.
Filter products by brand, category and family; link source records and inspect dated prices with source, store, city and currency context.
Connected catalog

Review does not end with a bounding box. Operators can inspect structured product details, maintain accepted examples and export reviewed image results. Synchronization and indexing jobs expose progress, logs and completion state.

Visible instances describe what the image shows, not stock hidden behind the front row. Similarity scores are review aids. Image-read price labels and historical source prices remain distinct observations.
Build with AlgoFly
This is a private client application. Explore the engineering story, or talk with us about your own workflow.