Efficiency Audit
The Margin/Retention
Correlation
Why your efficiency metrics are the earliest signal of product-market fit.
85%+
Pure Software
Proof of an intuitive product that works without human help.
3x
Retention Lift
High-margin products see significantly higher long-term retention.
65%
The Service Trap
Low margins mean humans are doing what the code should do.
0h
Manual Labor
Automating the 'Manual Proxy' work is the path to scale.