HardProductCase study20 min to answer

What questions would you ask before automating a high-stakes human workflow?

1Give yourself 20 minutes

2Answer out loud, not in your head

3Then compare with the answer below

Stuck? Show a way to structure it+

01Clarify the objective, user, constraints, and acceptable failure modes.
02Structure the response around stakes, error recovery, human authority, auditability.
03Compare credible alternatives and state the decision criteria.
04Finish with validation, monitoring, and what would change the decision.

Reference answer

strong answer

I would first define the outcome and acceptable error boundary. I would explicitly cover stakes, error recovery, human authority, auditability. I would select an approach only after comparing quality, latency, cost, safety, and operational complexity, then validate it with representative cases and production monitoring.

stakes
error recovery
human authority
auditability

Must be adapted to the interviewer’s scenario
Would benefit from concrete numbers and personal examples

alternative answer

A second valid approach is to begin with the highest-risk assumption and test it cheaply. I would explicitly cover stakes, error recovery, human authority, auditability. I would select an approach only after comparing quality, latency, cost, safety, and operational complexity, then validate it with representative cases and production monitoring.

stakes
error recovery
human authority
auditability

Must be adapted to the interviewer’s scenario
Would benefit from concrete numbers and personal examples

Grade yourself

stakes

weight 30%

StrongExplains stakes concretely and ties it to a decision or measurable outcome.

WeakMentions stakes without implications, trade-offs, or evidence.

error recovery

weight 25%

StrongExplains error recovery concretely and ties it to a decision or measurable outcome.

WeakMentions error recovery without implications, trade-offs, or evidence.

human authority

weight 25%

StrongExplains human authority concretely and ties it to a decision or measurable outcome.

WeakMentions human authority without implications, trade-offs, or evidence.

auditability

weight 20%

StrongExplains auditability concretely and ties it to a decision or measurable outcome.

WeakMentions auditability without implications, trade-offs, or evidence.

Then expect these follow-ups

What assumption is most fragile?
Tests: depth
What alternative did you reject and why?
Tests: adaptability
How would you validate this in production?
Tests: adaptability

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