SOLUTIONS — LARGE CATALOGS

Every SKU stays findable.

Past a few thousand products, search is the store. Cerno routes each query to the tier that answers it best, so precision holds at the head and the long tail stops dead-ending.

Stacked kraft shipping boxes in a bright warehouse aisle
01

Instant where it counts

Exact queries like SKUs, product names, and model numbers hit a regional keyword index and return in milliseconds.

02

Semantic at the tail

Vague and conversational queries fall through to semantic search over embeddings. The long tail stops returning zero results.

03

Sync that keeps up

Catalog changes index in minutes, not after a nightly rebuild. Price, stock, and new products stay current in results.

04

Analytics on misses

See which queries return nothing or get no clicks, then fix them with a merchandising rule instead of a guess.

HOW A QUERY ROUTES

“RN-4471 black m”

Keyword tier

Instant

Looks like an exact match, so it goes straight to the regional index. No model in the loop, no added latency.

“something warm for a spring hike”

Semantic tier

AI

No product contains these words, so Cerno searches by meaning and returns the fleeces and shells that fit.

Bring the whole catalog.

Cerno indexes your public catalog in about a minute. No signup, nothing installed. Then search it the way your customers do: vague, misspelled, in their own words.

Paste your store URL