Failure PatternDecision layer

No QA (Quality Erosion Over Time)

Symptom: Small errors accumulate and create distrust. Root cause: No QA checklist.

By InnovaAI Research

How do you recognize it?
  • Small errors accumulate and create distrust
  • Outputs vary by team member
  • Clients notice inconsistencies before results
Why does it happen?
  • No QA checklist
  • No test harness for workflows
  • No review before deployment changes
How do you fix it?
  • Add QA checkpoint before any change goes live
  • Create a 10-lead test harness
  • Schedule weekly maintenance + review
Prevention Resources2 linked resources