What not to measure
- Total number of tests written
- Framework complexity for its own sake
- Coverage percentages with no signal context
What to measure instead
- Regression cycle time
- Escaped defect rate
- Manual QA rework load
- Test stability and CI trust
- Release delay caused by quality uncertainty
Why this matters commercially
When buyers understand automation through release economics, quality investment becomes easier to justify. It stops looking like a technical cost center and starts looking like a throughput and risk-control lever.
The practical rule
If automation is not making release decisions faster and safer, it is not producing the right ROI yet.