RPE Origin Insights explores how AI, commerce, data, marketing technology and customer experience are changing—and what those changes mean for the teams responsible for growth.
We share practical frameworks, emerging patterns and lessons from the work, with an emphasis on helping organizations understand what is changing, why it matters and what they can do next.
Product specifications explain what a product is. Semantic product knowledge helps explain when, why and for whom it is appropriate—an increasingly important distinction in AI-assisted discovery.
AI systems cannot reliably understand or recommend products when the underlying catalog is incomplete, inconsistent or outdated. Product & Catalog Data is the foundation of AI Commerce readiness.
Learn what an AI Commerce Readiness Assessment evaluates, how the process works, what evidence is reviewed, what deliverables you receive, and how findings become an actionable roadmap.
Before seasonal demand peaks, use this practical AI Commerce checklist to review product data, pricing, content, AI discovery, measurement and governance.
AI Commerce readiness goes beyond product feeds and SEO. Use this seven-dimension framework to assess product data, discoverability, agent access, measurement and governance.
Product discovery is moving from keywords and search results toward conversational recommendations. Learn how AI is changing consideration, comparison and the path to purchase.
AI systems need more than product descriptions to make useful recommendations. Learn why structured attributes, consistent feeds and semantic product knowledge are becoming essential to AI Commerce.
AI-assisted shopping is changing product discovery. Before the 2026 holiday rush, retailers should understand whether AI can accurately discover, interpret and recommend their products.
AI Commerce readiness increasingly involves more than making products discoverable. AI & Agent Accessibility examines whether commerce data and capabilities can be exposed safely, reliably and under appropriate controls.