Loading
Hybrid RAG with citations — research time per matter from 4–6 hours down to ~45–90 minutes.
The Problem
Associates were spending 4-6 hours per matter researching relevant case law, precedents, and contract clauses across a large internal archive.
The Solution
A RAG system with hybrid search (vector + BM25), cross-encoder re-ranking, and source attribution — returning top precedents with citations in minutes, not hours.
Business Impact
Associates reclaim research hours for strategy and drafting. Payback is usually measured in months once matter volume is stable.
RAG vs fine-tuning guideTech Stack
Crypto / FinTech
Durable AI Ops Layer on Multi-Venue Exchanges
Desk copilots that turn natural-language intent into HITL-approved exchange orders — Vercel AI SDK, Temporal, and MCP — without YOLO trading bots.
Banking / FinTech
Conversational Rules Engine for Crypto↔Fiat Banking
Users set salary-day and balance rules in chat; Temporal workflows execute convert → transfer recipes with confirm cards and zero double-pays on webhook retries.
Banking
Durable AI Ops Layer for Mid-Market Banking
KYC exceptions and payment repairs on Temporal + Vercel AI SDK + MCP — maker-checker Signals, PII redaction, zero double-posts on core retries.