SEARCH — 1-2 WEEKS
Semantic search engine that understands intent, not just keywords.
THE CHALLENGE
Aninternalknowledgeplatformhadthousandsofarticlesbutkeywordsearchreturnedirrelevantresults.Usersgaveupsearchingandaskedcolleaguesdirectly,creatingbottlenecks.
THE APPROACH
Wereplacedkeywordmatchingwithsemanticsearchusingvectorembeddings.Thesystemunderstandswhatusersmean,notjustwhattheytype,andranksresultsbyrelevanceandrecency.
THE SOLUTION
A semantic search engine that indexes content as vector embeddings, supports natural language queries, provides instant previews, and learns from click-through data to improve over time.
RESULTS
Search success rate improved from 35% to 89%
Average time to find answers dropped by 70%
Internal support tickets reduced by 40%
Shipped MVP in 9 days
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