
AI in PIM 2026: What vendors actually deliver today
Which AI capabilities PIM vendors actually deliver in 2026: an overview of agents, MCP servers, custom AI models and pricing across 17 vendors, plus obligations under the EU AI Act.
Many companies implement a PIM system to bring order to their product data. Six months later, the new system often looks just like the old Excel spreadsheets. The software is rarely to blame. What is missing is data governance: rules defining who maintains which data, what quality standards it must meet and how a product moves from its first data record to publication.
Without these rules, a PIM system ends up holding the same incomplete and inconsistent data as before, just in one central location. The success of a PIM implementation therefore depends less on system selection than on who takes responsibility for data within the company.
Roles and responsibilities. Data governance defines who is authorised to do what. Typical roles include data stewards for specific areas such as marketing copy, technical data or images, and a data owner with overall responsibility. This makes it clear who creates data, who approves it and who can change it.
Processes and approvals. How does a new product move from the ERP system into PIM and from there to a marketplace? What checks are needed first? A PIM system can map these processes as workflows, for example enrichment, technical review, marketing approval and publication. But you can only automate what you have already defined.
Quality rules. What does not go in cannot come out. Rules such as “every product must have at least three images” or “product names must not exceed 80 characters” are configured in the PIM system. The system then checks them whenever a change is made.
Build a cross-functional team. Data governance is not an IT issue. Product management, marketing, e-commerce, IT and, where relevant, compliance should define the rules together so they are followed in day-to-day work.
Define a complete product record. Specify what a finished product record looks like: which fields are mandatory, which units to use and which images to include. This data model provides the foundation for configuring the PIM system.
Start with one process. Begin with the most important process, usually new product creation. Once this workflow is running in the PIM system, no product with incomplete data goes live, and everyone can see the impact.
“Through 2027, 80% of data and analytics governance initiatives will fail due to a lack of a real or manufactured crisis.”
Gartner, Pressemitteilung vom 28. Februar 2024
A PIM project is always a data governance project too. Implementing the software is the technical part. Clear rules and responsibilities are what determine success. Address both together from the outset, and you will create a reliable source of data for your online shop, marketplaces and catalogues.
Would you like to establish the right governance framework for your PIM system? Get in touch.
Related topics: Workflows in PIM · Product Data Quality · Supplier Onboarding
Matthias Kant is Managing Director of Digitize! GmbH, the company behind PIM-Consultants. Previously, he worked in marketing for the independent aftermarket at Continental and as a project manager and partner at the Droege Group and KMC Marketing Consultants. Today, he provides independent advice to manufacturers and retailers on PIM selection and implementation. More about the team
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