ai
Fintech
6 Weeks
Quant Financial Research Agent
Enterprise financial RAG system analyzing SEC 10-K filings with reflection loops.
BUSINESS IMPACT & RESULTS DELIVERED
10x
Analysis Speedup
100%
Citation Accuracy
The Challenge
Financial analysts spent days reading 200-page SEC filings to compute valuation metrics.
Our Solution
Architected a dual-mode research agent that extracts structured financial metrics, calculates ratios, and cross-references source citations.
Engineering Process
1
10-K PDF Chunking & Qdrant Ingestion
2
Reflective RAG & Verification Agent Construction
3
Financial Formula Calculation Engine
4
Web Interface Deployment
Technologies Used
LangGraphGroqQdrantGeminiFastAPI
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