At first, the focus was on billing errors.
But that wasn’t where the real opportunity was.
The deeper issue was structural.
Costs weren’t just wrong—they were being created in ways that no longer reflected reality.
- Pricing structures.
- Contract terms.
- Operational assumptions.
Once those were understood, the pattern became clear:
The biggest opportunities weren’t in catching mistakes.
They were in correcting the system itself.