RAG & SearchRAGCitations3-mo engagement
RAG Agent Over 10k HR Policy Docs
Northlight AI · Remote (US/EU)
$34k / 3-mo engagement
The outcome
Employees ask 'how much parental leave do I get in Ohio?' and get the exact, cited policy — not a wrong guess.
The client
Northlight AI — Remote (US/EU). A rag & search build we delivered end to end.
The challenge
Build a retrieval agent over a large, versioned HR policy corpus with strict grounding and jurisdiction awareness. Accuracy and citations are the whole point.
What we built
- Chunk and embed versioned policies with metadata filtering
- Return citation-backed answers with a confident-refusal fallback
- Ship an eval set covering tricky multi-policy questions
The stack
Stack: a vector DB, metadata-filtered retrieval, and RAG eval experience.
Want something like this?
Tell us what you're building and we'll scope it — most projects start within a week.