Retrieval is a chain
Parsing, chunking, indexing, hybrid retrieval, reranking and confidence gates determine quality together. We design and measure the whole chain.
04 / What we build
A million documents. A traceable answer.
We build search and answer platforms that retrieve relevant sources, give a model the right context and connect answers to the underlying documents.
Refusal can be the right answer
Insufficient evidence must be visible. Citations, confidence thresholds and grounding checks help the system refuse rather than guess.
WHAT YOU GET
Hybrid retrieval
Combine keyword search with dense embeddings.
Sources with the answer
Traceable references to the document and page.
Measurable quality
Your own evaluation set, version control and per-stage visibility.
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