Atlassian
Medium
Product ManagerJudging Whether an AI Product Is Working: Metrics, Guardrails and Launch Bars
Analytics & Experimentation
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September 26, 2026
Metric definition questions test your ability to translate business goals into measurable, actionable metrics.
Expect questions on defining north star metrics, choosing counter-metrics, and building metric hierarchies for product features.
Interviewers look for business acumen, structured thinking, and awareness of metric pitfalls like Goodhart's Law.
Start with the business goal and work backward to the metric.
Explain why you chose this metric over alternatives.
Discuss how you would detect if the metric is being gamed or misleading.