The work
Every morning, a financial firm used AI to rebuild and debug a script to pull its numbers. The team worked from Excel with point-in-time data.
The app
Deterministic software now collects the data every minute. The whole desk signs into a live dashboard.
What changed
The firm replaced Excel and daily Claude jobs with that dashboard. The previous jobs cost $10 a day in tokens; the software runs for under $1 a day.