AI Product Categorization Software for Ecommerce

AI product categorization is the use of artificial intelligence to assign each product to the correct category and subcategory in a taxonomy. The AI analyzes a product’s title, description, attributes and images, then chooses the placement that best matches the category definitions. It is also called automated product classification, and it lets retailers categorize thousands of SKUs at once with the same logic applied to every product.

A product taxonomy is the structure used to organize products: departments, categories, subcategories and the attributes attached to each. Product categorization is the act of placing individual products into that structure. The taxonomy is the framework and categorization is the action. Our guide to ecommerce product taxonomy covers how to build one, and AI taxonomy automation covers managing it in Hypotenuse AI.

Start with a taxonomy your team agrees on, then write a short definition for each category, prioritizing the ones that are easy to confuse. Run AI categorization across the catalog in bulk and review the results category by category. Correct the misplaced products and feed those corrections back, so new products are placed the same way.

Accuracy depends most on how clearly each category is defined. The AI is most reliable when categories that sit close together have definitions that separate them, such as a vacuum filter and a dust collector accessory. In Hypotenuse AI, you add definitions and guidelines to any category, and the AI researches missing product details before it decides. Your team then reviews and corrects placements in bulk.

Yes. Marketplaces and multi-brand retailers use AI categorization to place seller and supplier listings into their own category tree, including listings that arrive with little more than a title and an image. The AI applies the same definitions to every listing, whichever seller sent it.

Categorization gives each product one place in the category tree. Tagging adds the attributes and keywords that describe it, like color, material, style or occasion, which power filters and search. Most catalogs need both, and automated product tagging handles the second part.

Yes. It connects to your ecommerce platform or PIM, including Akeneo and Salsify, and also works through our API or CSV import and export. Categorization runs on the products and taxonomy you already have.

Hypotenuse AI supports any industry with a large, complex catalog, including department stores, fashion and apparel, home and furniture, and industrial tools and supplies. See how it works for furniture taxonomy and tagging and fashion product tagging.