SEARCH — 1-2 WEEKS

AISearchEngine

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

Built with

5 technologies

OpenAI Embeddings

Pinecone

Next.js

TypeScript

Tailwind CSS

OpenAI Embeddings

Pinecone

Next.js

TypeScript

Tailwind CSS

OpenAI Embeddings

Pinecone

Next.js

TypeScript

Tailwind CSS

TypeScript

Next.js

Pinecone

OpenAI Embeddings

Tailwind CSS

TypeScript

Next.js

Pinecone

OpenAI Embeddings

Tailwind CSS

TypeScript

Next.js

Pinecone

OpenAI Embeddings

OpenAI EmbeddingsPineconeNext.jsTypeScriptTailwind CSSOpenAI EmbeddingsPineconeNext.jsTypeScriptTailwind CSSOpenAI EmbeddingsPineconeNext.jsTypeScriptTailwind CSS

Production ready

Next step

Let’sBuild.

Let's talk