📦 Use Cases

Product Intelligence

Structure the unstructured at catalog scale. Extract attributes, assign taxonomy, and classify dietary restrictions in under 40ms per item.

<40ms
Per item, any enrichment task
3 models
Attributes, taxonomy, dietary
Pennies
Per item to re-categorize

Three specialist models replace manual catalog enrichment, brittle rule-based categorization, and incomplete dietary tagging. Each handles one facet of product data: attribute extraction from sparse listings, taxonomy assignment from ambiguous titles, and menu intelligence for food search. New catalog schemas deploy via LEAP same-day.

3 specialist models

How It Works

One specialist model per catalog task,enriching at the speed of ingest

01

Invisible Products Made Discoverable

Marketplace sellers submit sparse listings: 'Blue shirt, comfortable fit' with no material, size, or style tags. These products vanish from filtered search. A specialist LFM extracts structured attributes from unstructured descriptions at catalog scale. 10M listings enriched overnight at a fraction of cloud cost. Every missing attribute is a product no shopper will find.

02

Taxonomy That Adapts to Your Catalog, Not the Other Way Around

'Apple AirPods' in Grocery, not Electronics. Every mis-categorized product is invisible to browsing customers. Rule-based classifiers are brittle on ambiguity. A specialist LFM assigns taxonomy categories at 17ms, handling edge cases that keywords cannot resolve. New taxonomy version? LEAP re-trains same-day. Full catalog re-categorization at a fraction of cloud cost.

03

Menu Intelligence for Every Dietary Restriction

POS and delivery search does not understand 'no gluten.' Dietary tagging is manual, incomplete, and increasingly a regulatory requirement. A specialist LFM extracts menu items, classifies dietary restrictions, and enables semantic food search at 30-38ms per item. 100K restaurants tagged at a fraction of manual cost.

Try each model

All Demos

Ready to deploy in your environment?

Every product discoverable. Every menu searchable.At catalog scale, in under 40ms.