·AI Search & Discovery
MRO & Industrial is being reranked by AI. Is your catalog readable?
MRO and industrial buyers now ask AI before they call a distributor. Thin ERP-style product data makes a catalog invisible to those engines.
Read moreIndustry
Maintenance, repair, and operations catalogs — millions of long-tail SKUs that live or die on attributes.
MRO and industrial buyers now ask AI before they call a distributor. Thin ERP-style product data makes a catalog invisible to those engines.
Read moreWhy MRO and industrial feeds get suppressed on marketplaces, the identifier/attribute bar channels enforce, and how to hit channel-ready completeness fast.
Read moreMRO distributors lose sales to thin PDPs and bad feeds every day. Here's what's broken in 2026, what it costs, and why AI search raises the stakes.
Read moreWhy incomplete MRO product data drives wrong-part returns and support tickets, with a mounted ball bearing example and a distributor checklist to fix it.
Read moreWhy missing bore, housing, and load-rating fields drop MRO bearings from filtered search and AI answers, and how to structure the schema right
Read more