Ecommerce and retail
Retail catalogues grow by adding products, not by adding columns. Eventually a category holds enough near-identical items that a shopper cannot narrow it, and the field that would have narrowed it is the one nobody was asked to fill in.
Ranked repair list in 48 hoursfrom one category export

The market
The situation
What a buyer here is trying to decide: Which of these ninety is the one for me?
A category page where filtering removes almost nothing, because the useful filters do not exist
Completeness reporting that is green while discovery plainly is not working
Attribute schemas set years ago, before the range grew into them
Enrichment quoted as a whole-catalogue project because nobody can say which fields come first
Red rows are the ones a purchase turns on and the catalogue mostly does not record. Those are the rows an audit surfaces and a coverage report buries.
| Value | |
|---|---|
| Screen size | 63% |
| Memory | 72% |
| Storage | 74% |
| Processor | 25% |
Where it usually already lives: Most of it is already in your product titles. On the laptop shelf we measured, 161 of 216 missing values were recoverable from text the merchant already owned.
Before and after
Before Pulse
After the repair
Coverage figures illustrate the shape of a catalogue in this sector. The only measured shelf on this site is on the method page.
What happens
Three things, and only the first one needs anything from you.
A CSV or JSON export of a single category. Product name, description, category, price, and whatever attributes you already record.
Every missing attribute scored by how much recording it would change what a buyer in your sector can decide, with the affected products attached.
Most of the repair is work your own team can do. When it is done we recompute on the repaired catalogue and show you exactly what moved.
Pick the shelf where you most suspect buyers struggle. You get a ranked list, the affected products, and half an hour with whoever owns merchandising.
A fixed fee, no obligation, and if your catalogue is already fine we will say so.