Blog
Insights on billing automation, AI in finance, and revenue operations.
80% — Generic cases
20%
~50%
~50%
20% of cases consume roughly 50% of your team's time.
That's where "80% accurate" tools break down.
Generic cases
Your edge cases
Why 80% Accuracy Isn't Good Enough for Finance Automation
March 2026
API Docs
Feed to agent
Test Matrix
Generate combos
Execute
Run against API
Human Analysis
Spot anomalies
Human Review
Apply domain
knowledge
What We Learned Feeding Stripe's API to an AI Agent
March 2026