The Resolution Layer · Case Study in BriefEKOM
A precision hand-tool manufacturer.
A family-by-family, no-schema read of a well-run catalog — one of a set of anonymized EKOM analyses. What survives in a good catalog, and where it leads.
Lead finding · live compliance & commercial risk
A handful of defects with outsized consequences.
Two impact socket sets are missing the CA Prop 65 warning required for metal tools sold in California — a legal-exposure and rejection risk. Two separate products share one identity (the same internal ID and UPC) carrying conflicting prices and images, so downstream systems can't tell them apart. And a precision screwdriver is stored at 6 lbs — a decimal slip; the true weight is 0.06 — throwing off freight and packaging math.
Also surfaced
Rejected before the shelf
A video URL sitting in the image field, a set using TIFF images most channels reject, and blank Warranty / Safety Status on required validation fields.
Invisible to the buyer
Inch sizes labeled in mm — a ~25× error that lands products in the wrong size facet — and a multi-piece kit tagged Single, so it never appears in bundle filters.
The sparse-family effect
A torque handle stating ±10% accuracy against its own ±6% spec, and Material blank across a whole torque-driver line — defects a random sample never touches.
A well-run catalog
The headline isn't volume — it's that a small set of high-consequence defects survive careful cataloging, hiding in the highest-value families where accuracy decides placement.
How EKOM read it. With no schema and no manual setup, the engine profiled the catalog, measured which field unlocked the most sparse-but-family-dense attributes — Tool Type unlocked 17; Country of Manufacture, one — and split by tool family, reading each in full context. The catalog chose its own split; nothing was configured by hand.
From diagnosis to channel-ready. This pass read and diagnosed. The same family-by-family understanding powers what follows — completing the sparse torque, plier, and socket attributes channels validate against, enriching for search and marketplace discovery, and holding the line at intake so new SKUs stay syndication-ready as the line grows.