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Michael Quoc, CEO of Product.ai, advises CTOs to audit five catalog layers before integrating agent protocols. Based on 17 years of data from 515,000 retailers, the layers are identity, testable claims, provenance, pricing latency, and transaction divergence. Over 1 in 4 promotion codes fail at redemption. 16.9% of retail sales were returned in 2024.
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