Guides
Evergreen, pain-point articles on catalog matching, deduplication, classification, AI search (GEO), pricing, and platform data.
Speed Up Supplier Onboarding: Why It Takes Weeks and How to Cut It to Days Cost of Manual Supplier Data Entry: What Distributors Actually Lose Supplier Onboarding Checklist for Distributors Clear a 5,000-SKU Backlog in 90 Days Without Hiring Fuzzy Matching at Scale Problems: Why Scripts Break and What to Do Instead Reconcile Supplier Catalogs: A Practical Guide for Distributors Catalog Matching Cost Savings: A Distributor's Sourcing Guide Duplicate SKUs and Pricing Problems: How to Detect, Merge, and Prevent Them Reversible Product Merge: Deduplicate Your Catalog Without Losing History Cost of Duplicate Products: The Hidden Margin, Fulfillment, and Analytics Damage Which Classification Standard Do You Need: ETIM, UNSPSC, or eClass? Classify an Inherited Catalog: A Practical Workflow Classification Drift: How to Detect, Measure, and Stop It Complete Product Record Fields: All 58 You Need to Stay Sellable AI Enrichment Hallucination: How to Ground Every Attribute in Source Docs Fill Missing Product Attributes With Provenance Trust AI-Generated Product Data: A Practical Validation Framework AI Output Provenance: Why Every AI Enrichment Needs a Source Link Human in the Loop Data Review for Product Catalogs ChatGPT Product Recommendations: Why Competitors Appear and You Don't GEO for Ecommerce Catalogs: Make Your Products Citable by AI Engines How AI Shopping Agents Work: Retrieve, Rank, and Verify Product Data AI Search Visibility: What Your Catalog Needs to Get Cited Manufacturer Price Update Cost: What Distributors Actually Spend Margin Leakage in Supplier Price Files: How to Catch It Before It Ships Monitor Competitor Prices Without Drowning in False Alerts ERP to Ecommerce Data Gap: Bridge 150k SKUs to a Live Storefront Manage Multichannel Product Feeds from One Source of Truth Barcode Errors in Supplier Feeds: A Field Guide to Finding and Fixing Them Catalog Launch Errors: 7 Field-Level Failures That Bounce Feeds Vertical SaaS Catalog Data: Why You Inherit the Chaos and How to Stop It Build vs Buy Catalog Data API: A Platform Team Decision Guide Deterministic Product Enrichment API: Choosing Traceable Over Black-Box