Quintarthai — cross-border financial intelligence
A live subscription platform answering Canadian and U.S. equity research questions in plain English, with filing-derived figures linking to their source filing. Built end to end: data pipelines, LLM agent layer, screeners, billing and the front end.
- LLM agent with tool loops over live market and filing data
- Retrieval-augmented answers that cite their sources
- Scheduled ingestion workers, Redis queues, Postgres, nginx
- Multi-provider model routing with automatic failover






