Research & Insights
SEC filing intelligence, fintech sector analysis, and the technology behind AI-powered financial research.
Building a Financial Knowledge Graph with Vector Search
How we built a 3D knowledge graph that connects 20,000+ analyst reports, SEC filings, and institutional positions using Pinecone vector search, Voyage Finance-2 embeddings, and Three.js visualization. A technical deep-dive into the architecture.
Fintech Stocks in 2026: The Rotation Into Infrastructure
Only 4 of 40 fintech stocks are in positive territory YTD through February 2026. The market is rewarding trading infrastructure and compliance software while punishing consumer fintech and BNPL. Here is the data, the thesis, and what it means for your portfolio.
How AI Is Transforming SEC Filing Analysis: From 10-K Drudgery to Instant Intelligence
SEC filings contain some of the most valuable data in finance -- buried under thousands of pages of legal boilerplate. Here is how AI-powered RAG search, vector embeddings, and semantic analysis are changing the way analysts extract signal from 10-K, 10-Q, and 13F filings.