Investment Analysis RAG System Processing 500K Documents Daily
Built RAG system analyzing SEC filings, earnings calls, and market data for investment analysis.
Investment Analysis RAG System Processing 500K Documents Daily
Built RAG system analyzing SEC filings, earnings calls, and market data for investment analysis.
Founder note: this is written to be practical. We focus on what we learned in delivery, what changed for the team, and what results held up after rollout.
The Real Problem
1. Analyzing 500K+ financial documents daily
2. Analysts spending 60% of time on data collection vs. analysis
3. Missing market opportunities due to information overload
4. Difficulty tracking competitor movements
5. No way to do real-time market analysis
What We Actually Changed
Built financial RAG system:
- Ingests SEC filings, earnings transcripts, news, market data
- Real-time analysis of company performance
- Competitor tracking and benchmarking
- Market trend identification
- Risk assessment across portfolio
- Investment opportunity scoring
- Automated market alerts
- Integration with Bloomberg, FactSet
TOOLS AND METHODS USED
Delivery Journey
Data Integration
Connected to Bloomberg, FactSet, SEC Edgar
Document Processing
Built pipeline to extract financial data
RAG System Build
Built analysis engine, scoring system
What Improved
This system gives us a massive competitive advantage. Our analysts are finding opportunities competitors are missing. The return on this investment has been in the tens of millions. Best technology investment we've made.
FOUNDER BRIEF
DELIVERY STACK
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