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SANIDHYAMAI LABS

Reference Architecture

Legal Document Research RAG

Internal research portal reducing associate research time by 60% with citation-backed answers from 15 years of firm knowledge.

RAG SystemsLegal

Illustrative scenario for scoping discussions. For shipped projects with verified metrics, see our work.

The Challenge

Associates spent 8–12 hours weekly on precedent research. Client pressure for faster turnaround. Knowledge trapped in unstructured document archives.

Our Approach

Ingested 50,000+ documents into chunked vector store with metadata filtering by practice area. Research interface with source citations and export to brief format.

Technologies

RAGPostgreSQLOpenAINext.jsLangGraph

Illustrative Outcomes

Typical targets for this reference architecture - not a named client engagement

60%
Research time saved
4.2h
Billable hour recovery
94%
Citation accuracy
4 months
ROI payback
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