Quality engineering that keeps pace with weekly releases
When the suite takes longer than the release cycle, teams stop trusting it. Cutting the feedback loop matters more than raw coverage.
A regression suite that takes four hours does not protect a team shipping weekly. It gets skipped under pressure, and the coverage number stays reassuringly high while the actual safety net disappears.
Optimise for the feedback loop
The useful metric is how long until an engineer learns they broke something. Push that under ten minutes for the common path and behaviour changes on its own — nobody has to be told to run the tests.
- A fast tier on every commit: unit and contract tests, parallelised, no shared state.
- A slower end-to-end tier on merge, covering journeys that actually generate revenue.
- Quarantine flaky tests immediately and fix them on a clock. A flaky suite teaches people to ignore red.
Where generated tests genuinely help
Model-generated tests are good at breadth — enumerating edge cases around a well-specified function — and poor at judgement about what matters. Use them to widen coverage under human-authored critical paths, never to replace them.
Coverage measures what you executed. It does not measure what you verified.
Working through the same problem?
We'll map your situation with you in 30 minutes — no pitch deck.
Let's Connect