
TickerLensAI equity research
Type a ticker, get a cited bull and bear case.
Every claim in the analysis links back to the source it came from. Retrieval runs over facts the application computes itself rather than over scraped text, with embeddings generated in-process and tokens streamed to the client as they are produced. Rate limiting is hardened against spoofed forwarded headers, and the app degrades gracefully when the database or the embedding model is unavailable.
Stack — TickerLens
- Next.js
- TypeScript
- Tailwind
- FastAPI
- Python
- PostgreSQL + pgvector
- Docker
- nginx


