financial firm dashboard
p&l, win rate, and expected return went through a claude workflow every morning. every run it re-derived the same analysis, debugged its own code, and reinvented the wheel.
it is a dashboard now. a scheduled job computes the metrics every minute and writes them to a database. the desk signs in and drills down on the performance of an individual investment.
connections - compute - data - access
- 30 minutes
- of manual work every morning
- seconds
- and it refreshes every minute on its own
- $10
- in tokens per run
- cents
- paid once to build it, then a fraction to run
- one analyst
- saw the result
- the whole desk
- reads the same numbers
