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RAG & search
Retrieval over your documents and data, with citations you can trust and evals that keep answers honest as your content grows.
Overview
An answer you can't verify is worthless
Generic AI search answers confidently and gives you no way to check it. We build retrieval that cites its sources, handles messy formats, and is measured continuously — so your team can actually act on what it returns.
Cited answers
Every response links back to the exact source passage it came from.
Handles messy data
Mixed formats, scanned files, and huge document sets, parsed cleanly.
Stays accurate
Evals catch drift as your content changes, so quality holds over time.
Access-aware
Results respect who's allowed to see what, right down to the document.
What you get
Tangible deliverables
- Document ingestion & chunking
- Vector + keyword hybrid search
- Cited, grounded answers
- Freshness and re-index pipelines
Built with
Models
ClaudeOpenAIEmbeddings
Retrieval
pgvectorHybrid searchRerankers
Quality
EvalsCitationsTracing
Our approach
How the work goes
1
Ingest
We parse and chunk your documents — including the messy, scanned ones.
2
Retrieve
Hybrid vector and keyword search with reranking for the right passages.
3
Ground & cite
Answers built only from retrieved sources, each one cited.
4
Evaluate
A continuous eval suite keeps accuracy honest as content grows.
Where it fits
Common use cases
- Knowledge-base and support search
- Internal document and policy Q&A
- Contract and legal document search
- Product and catalog search
- Research and analyst assistants
FAQ
Frequently asked
- How do you prevent wrong answers?
- Answers are built only from retrieved, cited sources, and an eval suite continuously checks accuracy.
- Can it handle PDFs and scans?
- Yes — we parse mixed formats, including scanned documents, with layout-aware extraction.
- Does it respect permissions?
- Retrieval is access-aware, so users only ever see answers from documents they're allowed to read.
Related services
View allReady to start your rag & search project?
Send a short brief or book a call. Within one business day you'll have a suggested scope, a timeline, and a ballpark — no obligation.