Agentic PIM uses AI agents to find, fix, and enrich product data, with people approving changes. See how it differs from AI PIM.
98% of UK construction leaders trust their product data quality. Only 20% call themselves digitally advanced, and just 22% are ready for the Digital Product Passport.
New research puts a number on poor construction product data: 26 hours a week lost, and a third of UK merchants and manufacturers losing sales as a result.
Product data onboarding for manufacturers: how to structure ERP, PLM, and supplier data into clean, compliant, channel-ready records before launch.
Pimberly reached $10M ARR in H1 2026, up 25% YoY, with major enterprise wins in the US and continued strength in UK construction.
Most AI product data enrichment fails on process, not the model: unstructured inputs, vague prompts, no schema, no validation, no traceability.
Learn the six types of data that live in a PIM, what good quality looks like, and why it directly impacts revenue.
The 9 best PIM solutions in 2026, matched to the buying situations where each one actually fits - and where it does not.
At InstallerSHOW 2026, we asked construction professionals for insights about product data. The same challenges came back.
