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Point-of-view articles on agentic commerce, AI-ready product data, catalog infrastructure, and product-data trends.
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Showing 9 articles.
Agentic AI Is Now a Default in Retail — Which Is Exactly Why It Still Needs Humans in the Loop Agentic AI has gone from experiment to default across retail. The teams getting it right keep humans in the loop on judgment calls — and that starts with the data agents act on. Agentic Commerce & AI Agents Retail Marketplaces Supply Chain GEO for Product Data: When AI Replaces the Browser, Your Catalog Is the Storefront AI agents are replacing the browser, and product discovery is moving from storefronts to structured APIs. What GEO actually means for a product catalog — and why it's a data-quality problem. AI Search & Visibility (GEO) Retail Marketplaces Distribution You Deployed AI Search and Relevance Got Worse — The Catalog Was Never Ready AI search doesn't fix a messy catalog; it amplifies it. Why relevance degrades after an AI search rollout, and how to prepare catalog data before it reaches the search layer. AI Search & Visibility (GEO) Retail Marketplaces Distribution Agentic Commerce Runs on Machine-Readable Product Data — and Who Maintains It Is the Open Question Payments giants, retailers, and analysts now agree agentic commerce needs machine-readable product data. The unanswered question: who keeps that data trusted as catalogs change. Agentic Commerce & AI Agents Distribution Manufacturing Retail Marketplaces How Product Matching Actually Works at Scale (and Why LLMs Alone Aren't Enough) Matching the same product across messy supplier feeds is the hard problem behind every clean catalog. Deterministic vs probabilistic methods, confidence, and why an LLM on its own won't get you there. Product Matching & Catalog Quality Distribution Manufacturing Supply Chain Marketplaces AI-Ready Product Data: Why Agents Can't Read Most Catalogs (and What to Fix) AI agents now drive most web traffic — and they can't infer their way past a messy catalog. What agent-ready product data actually requires, and where to start. AI Search & Visibility (GEO) Distribution Manufacturing Retail Marketplaces AI Won't Replace Your ERP — It Can Finally Make the Data Inside It Trustworthy The emerging pattern: AI sits on top of ERP, not instead of it. Why the easy half is a layer and the hard half is writing trusted data back — and how to tell them apart. Data Infrastructure (ERP/PIM) Distribution Manufacturing Supply Chain Your Catalog Is the Context AI Uses — Product Metadata Is Now Operational Infrastructure AI doesn't reason about your products in the abstract — it reasons from your metadata. Why product metadata quality is now the context layer that decides what AI gets right. Data Infrastructure (ERP/PIM) Distribution Manufacturing Supply Chain Marketplaces Bots Now Outnumber Humans Online. The Real Question Is Whether They Can Use Your Catalog. AI agents now generate most web traffic, and most sites block them. But blocking vs allowing isn't the real decision — whether an allowed agent can actually read your catalog is. Agentic Commerce & AI Agents Retail Marketplaces Distribution
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