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  • Agentic AI in PIM is not a feature — it is an architecture

    Every PIM vendor now claims "agentic AI." But bolting a copilot onto a legacy catalog is not agentic — it is a chatbot with read access. Real agentic PIM means your entire product operations layer is designed for autonomous workflows, external AI consumption, and governed orchestration from day one.

    10 min read

  • Your product data is not AI-ready — here is what that actually costs you

    AI agents, autonomous commerce, and intelligent product operations all depend on structured product intelligence — not marketing copy in a database. Most enterprise catalogs are architecturally unprepared. Here is what AI-ready actually means, why it is a system design problem, and what the operational cost of inaction looks like.

    11 min read

  • Digital Product Passports are not compliance — they are commerce infrastructure

    DPPs are not sustainability labels. They are a new digital infrastructure layer: machine-readable, lifecycle-aware, AI-consumable product intelligence. Most enterprises are architecturally unprepared — and the gap is structural, not informational.

    12 min read

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