Marketplace-Ready SKU Conversion

A large North American office products distributor with more than 100,000 SKUs provides a detailed implementation case. According to a 2025 Inriver case study, the organization previously enriched only 15% of its catalog annually, relying on 10 separate spreadsheets and a seven-day onboarding process per product. After centralizing product data in a product information management system and deploying AI-powered attribute generation, the team enriched nearly 70% of its active catalog within six months. AI-generated attributes reached 90% to 95% accuracy, and content that previously required weeks to produce was generated in seconds.

At platform scale, the global e-commerce platform Shopify disclosed in a 2025 engineering report that its Vision Language Model-based product classification system processes more than 30 million predictions daily across billions of historical products, with an 85% merchant acceptance rate for predicted categories. The system classifies products into more than 10,000 categories and extracts structured attributes that support search, discovery, and tax compliance across millions of merchant storefronts.

A North American multi-brand retailer with $25 billion in annual sales partnered with an AI product tagging provider to enrich more than three million products across categories over a three-month period, adding 69 new attributes covering 18 attribute types and 21 product types across three categories, according to a Vue.ai case study. These deployments illustrate that AI-driven SKU conversion is operating at production scale across both brand-side catalog management and platform-level infrastructure.