Inriver blog

Expert takes on product data, the digital shelf, and AI-driven commerce — written for manufacturers managing complexity and constant change.

Channels change, SKUs multiply, and compliance rules keep moving. The Inriver blog breaks down what that means for your product data — and how to keep it flowing cleanly to every channel where buyers decide. Fresh thinking, built for B2B manufacturing.

How to build a human-led AI strategy for 2026

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A human-led AI strategy keeps direction, judgment, and accountability with people while AI executes governed work. Learn five steps for building the operating model.

How do you set the right level of AI autonomy in product content workflows?

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AI autonomy should vary across product content workflows. Learn how risk, verification, regulatory exposure, and performance determine how much control AI receives.

Who should control what AI agents can do in your product operations?

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AI agent governance defines who owns each agent, what it can change, and where humans intervene. Learn how to govern AI across product information operations.

What is product information orchestration? (And why PIM alone isn’t enough anymore)

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Product information orchestration coordinates how people and AI agents enrich, validate, approve, and activate product data under defined rules and permissions.

PIM for SAP

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PIM for SAP separates operational product data from content workflows. See how PIM supports S/4HANA, clean core, SAP Commerce Cloud, and multi-channel delivery.

Distribute-and-forget is dead: Why product content needs a feedback loop

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Digital shelf signals reveal where product content drifts after distribution. Learn how to turn post-publication monitoring into action.

Your product content now has two audiences: Humans and machines

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Product content now serves humans and machines. Learn how to create AI-ready product information that supports machine recommendations without sacrificing what persuades buyers.

How do you optimize images for AI visibility?

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Image optimization for AI visibility becomes difficult when every filename and metadata field depends on manual work. Use your existing product information to support repeatable enrichment across the catalog.

GEO explained: Why AI search depends on clean product data

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Generative engine optimization depends on clean product data. Learn how AI engines evaluate feeds, structured attributes, availability, pricing, and product pages before recommending products.

GEO vs. AEO: Which one should your content strategy prioritize?

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GEO and AEO target different moments in AI search. Learn how each works, where they overlap, and how product data affects AI-driven discovery.

Is AEO the new SEO for product discovery?

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AEO builds on SEO rather than replacing it. Learn how rankings, AI citations, structured product data, and product pages influence modern product discovery.

Why B2B agentic commerce can’t run on retail protocols

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B2B agentic commerce requires more than retail checkout protocols. Learn how AI buyer agents are changing procurement, negotiation, product data, and seller readiness.

Want to see the Inriver PIM in action?

Schedule a personalized, guided demo with an Inriver expert today to see how the Inriver PIM can get more value from your product information.