VectorFin/Filings
SEC filings

SEC Filing Intelligence

VectorFin indexes 10-K annual reports, 10-Q quarterly reports, and 8-K current reports into AI-ready embeddings for 5,000+ US equity tickers — section by section, updated within 24 hours of each filing.

What VectorFin indexes

Each filing is parsed into its constituent sections — MD&A, Risk Factors, Business Overview, Financial Statements — and each section is chunked and vectorized using Google's gemini-embedding-2-preview model, producing 768-dimensional dense vectors.

All data is bitemporal: every embedding carries an effective_ts (the filing date) and a knowledge_ts (when VectorFin ingested it), enabling point-in-time backtesting without look-ahead bias.

Use cases include semantic search across filings, cross-company risk factor similarity, regulatory language drift detection, and RAG pipelines for financial research assistants.

Start exploring SEC filing embeddings

Free tier: top 100 tickers, 1,000 API calls/month. No credit card required.