
Challenge
Automation Missed the Mark on Accuracy
The client needed to manage a large-scale and highly complex product data operation at scale. This included a high volume of diverse Universal Product Codes (UPCs) spanning structured and unstructured formats, detailed attribute-level coding for retail and e-commerce, and rigorous QA across varied product categories.
Processing unstructured content like ingredient lists, usage instructions, and disclaimers added further complexity.
The core challenge was to maintain speed, scale, and precision, all while meeting strict compliance and formatting standards.




