Strategy question
Sierra’s Agent Data Platform has to serve three very different users: CX teams that need business visibility, developers that need programmatic access and debugging tools, and the end customers whose conversations generate the data. If you owned product strategy, how would you identify the first 2-3 data problems to solve, and what framework would you use to prioritize across these stakeholders?
- Sierra
- Strategy
- Hard
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What this question tests
Whether you can prioritize a shared data platform across genuinely different stakeholder needs using a repeatable framework, rather than defaulting to whichever group asks loudest.
How to approach it
- Map each stakeholder's core need concretely: CX teams need business visibility (dashboards, trends), developers need programmatic access and debugging tools, end customers need their data handled safely and transparently.
- Look for the smallest set of underlying data problems that unlock value for more than one stakeholder at once, for example a reliable, well-labeled conversation data model likely underlies both CX dashboards and developer APIs.
- Prioritize using a framework of reach (how many stakeholders benefit), foundational leverage (does it unblock other future work), and urgency (active customer or compliance pressure).
- Pick the first 2-3 problems where at least two of the three criteria are strong, for example a trustworthy data model plus basic access controls, since those serve both CX and developer needs while addressing end-customer trust.
- Explicitly sequence single-stakeholder problems, like an advanced developer debugging tool, for later, once the foundational shared problems are solved.
What a strong answer includes
- Identifies a shared foundational problem, a reliable labeled data model, that serves multiple stakeholders at once rather than picking sides.
- Uses named criteria, reach, leverage, urgency, to prioritize instead of an unstated gut call.
- Explicitly defers single-stakeholder asks, showing discipline about sequencing rather than trying to please everyone immediately.
Common mistakes
- Picks favorites among the three stakeholder groups without a stated framework.
- Misses that end customers, whose data is being used, are a real stakeholder with trust and compliance needs, not just an afterthought.
Likely follow-up questions
- How would you handle a developer request that has zero benefit to CX teams but strong technical urgency.
- What would you do if end-customer trust concerns conflict with developer access needs.
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Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 4: Discovery and strategy for AI products
- Chapter 9: Prove it paid off: outcomes, economics, and pricing
- Chapter 14: Get the job: the AI PM interview loop