How do you triage CI automation failures without wasting hours on flaky noise?

We keep seeing the same practical challenge in test automation: a test fails in CI, but the real question is whether it is a product regression, a flaky test, an environment problem, or bad test data.

Curious how teams here handle that triage in practice:

  • What do you check first, second, and third?
  • What signals help you separate a real bug from automation noise fastest?
  • How do you handle tests that fail intermittently but are still valuable?
  • What evidence do you wish your CI/reporting stack showed immediately?

Would love to compare your real workflows