FEFO (First Expired, First Out) only works when your systems recognize one product as one product. In CPG networks, the same SKU can arrive from plants, co-packers, and distributors under different item codes—creating phantom inventory, missed rotation, and expired stock. The result is predictable: retailer rejections, chargebacks, higher freight, and write-offs. Stabilize product identity with governed data and high-volume entity resolution.

Your data thinks Coca-Cola Zero Sugar 12oz and Coke Zero 12 Pack are different products. Healthcare systems can't tell if two patient records refer to the same person. Banks miss money laundering patterns hidden in ownership networks. The algorithms exist—BM25, HNSW, SPLADE, Graph Transformers—but knowing when to use them is the hard part. This framework shows you how to sequence matching algorithms into production entity resolution systems tailored to your domain's risk prof

Healthcare providers track the same patient under five name variations. Retailers can't tell when the same SKU is under two different codes. CPG companies buy demand data showing one product with three different names across channels. Supply chains have suppliers that are actually the same company. Every week. Same problem. Different domain. Your data doesn't know what it's describing.

Early adopters of Agentic AI are driving 6-10% revenue growth. This isn't yesterday's automation (RPA). It's a new class of AI that makes decisions and achieves goals, not just completes tasks. A recent Google Cloud study confirms 88% of early adopters are already seeing ROI. This is how you move from efficiency to profit.