Financial services
An LLM document pipeline that pulls structured data out of PDF statements and prospectuses, plus an ETL feed from Morningstar straight into PostgreSQL. Reporting became jobs analysts run on demand.
- ~70%
- less manual data entry
- Days → hours
- data refresh cycles
- ~40%
- faster analytics queries
The problem we were solving
Analysts at an Australian financial advisory firm spent hours copying data from PDFs and Morningstar feeds into spreadsheets, which delayed every research cycle.
Built with Python, LLMs, PostgreSQL, ETL, REST APIs.