Numbers fromreal engagements.
Anonymized because our clients' catalogs are their business. Verified with official Auto Care VIP validation runs because that is the whole point of the method.
555,583 free-text notes to zero. Official validator pass.
Every note converted to a standard qualifier, a product attribute, or marketing copy — with a map showing what each original note became. Fitment a human could read became fitment every receiver's system can act on.
61,437 flagged applications to zero, across 541,990.
Overlaps and duplicates resolved against OE and competitor interchange, with a reversible decision log recording the reasoning behind every judgment call. Clean file, nothing thrown away, every decision undoable.
A failing file rebuilt from 34 to 97.
Fitment modernized, tiers separated so a buyer can tell Good from Better from Best, and 37 generic paragraphs rewritten into 1,758 vehicle-aware descriptions in the brand's own OE-replacement voice.
"81,346 invalid records." We proved otherwise.
A receiver's vendor claimed the brand's data was bad. Forensic review showed the claim came from an outdated validator. We fixed the small set of genuine issues and proved the rest with the official Auto Care code lists and two zero-error official validation runs. Your data deserves a defense, not an apology.
Interchange built the slow, right way.
Crosses verified family by family against OE data — because a wrong interchange is worse than none. Plus digital-asset rebuilds to receiver spec, where our rule holds: every SKU gets its own image or none.
Market intelligence, loaded and live.
POP codes rebuilt to the industry 60/20/15/5 rule from real sales, movement estimated from vehicles-in-operation data where sales history was thin, and everything loaded back to the PIM.
The method is boring on purpose: measure, qualify, never delete, verify, log. The numbers are what boring looks like at scale.
Your catalog could be
the next case.
Free graded audit in 24 to 48 hours. See exactly where your file stands before you spend a dollar.