WhiteBox classifies every product through multiple AI models. When they agree, auto-tag. When they disagree on a category, flag it for review. Fix your inventory at scale.
Supplier sends "BLU-WIDGET-2024" but your catalog has "Blue Widget (2024 Edition)" -- are these the same product?
One model says yes, another says no. WhiteBox catches the disagreement before you create a duplicate listing.
"Bamboo cutting board with built-in knife sharpener" -- is this Kitchen, Tools, or Kitchen Accessories?
One model says Kitchen, one says Tools, one says Accessories. WhiteBox shows you the split and lets you decide once, then auto-apply to similar products.
"Apple AirPods Pro 2nd Gen" vs "AirPods Pro (2nd Generation) - Apple" vs "APPLE AIRPODS PRO V2"
Three different listings, same product. WhiteBox identifies when models agree these are duplicates vs when the descriptions are ambiguous enough to need a human check.
Every run, every log-prob, every disagreement -- recorded. Replay any decision from its ID.
Auto-categorize seller-uploaded products across your taxonomy. Catch miscategorized items before they go live.
Migrating from one PIM to another? WhiteBox maps products to your new taxonomy with confidence scoring.
Find duplicate listings hiding under different names, SKUs, or descriptions across your catalog.
Match supplier SKUs to your internal catalog. Flag uncertain matches before they create inventory errors.
Auto-tag products with attributes (color, size, material, occasion) from unstructured descriptions.
Scan existing catalogs for miscategorized products. Fix thousands of wrong categories in bulk.
{
"items": [
{"input": "organic bamboo cutting board 18x12"},
{"input": "stainless steel chef knife 8 inch"},
{"input": "rose scented dish brush bamboo"},
...up to 100 items
],
"options": ["kitchen", "dining", "tools", "bath", "personal_care"],
"prompt": "Categorize this product into one department",
"webhook_url": "https://yourstore.com/webhooks/categorized"
}
Submit 100 products. Get results via webhook when done. $1 per batch.
| Feature | Single model | WhiteBox |
|---|---|---|
| Edge cases | Silently miscategorized | Flagged for review |
| Ambiguous products | Random category assigned | Disagreement surfaced |
| Duplicates | Missed | Caught by consensus |
| Audit trail | No record | Every decision logged |
| Bulk processing | Build your own | 100/batch, webhook callback |
| Human review | Not built in | Queue with full model breakdown |
20 free to start. No credit card.
That's 1,000 products categorized for $10.
20 free categorizations. Then $0.01 each. The audit trail starts the moment you install.