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Hyper-performant search and RAG

We build hyper-performant search and RAG systems that combine lexical and vector retrieval with reranking and caching. We also deliver privacy-preserving RAG with local LLMs deployed on-prem.

What we deliver

  • Hybrid retrieval with dense and lexical search
  • Reranking, query rewriting, and caching
  • On-prem deployments with local LLMs
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Search pipeline diagram
Architecture approach

We tune your retrieval stack end-to-end, from indexing and query pipelines to reranking, caching, and inference routing.

Stack and tooling
  • Groq and Cerebras inference options
  • Vector databases and BM25 indexes
  • Local LLM deployment on-prem
  • Latency and cost optimization
Outcomes
  • Faster response times
  • Higher factual accuracy and grounded answers
  • Data residency and privacy compliance