Traditional keyword search works well when users know exactly what to type.
Real users often do not.
A customer might search for:
“lightweight jacket for freezing weather”
while your catalog uses:
“insulated thermal outerwear.”
An employee might search:
“expense rules for overseas client meetings”
while the actual document is titled:
“International Business Travel Reimbursement Policy.”
Exact-match search can struggle when users use synonyms, natural language, industry terminology, misspellings, or different ways of describing the same thing.
Maven Peak Solutions develops AI-powered semantic search systems that can combine meaning-based retrieval with traditional lexical search, structured filters, business rules, and ranking logic.
The result is not about replacing every keyword engine with AI.
It is about choosing the right retrieval strategy for each type of query.
