Where in your stack are you still confusing model fluency with system reliability?
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Questions worth keeping.
400 prompts for pressure-testing a decision, finding the hidden constraint, or making an idea honest enough to act on.
Question 1
of 400
If your flagship AI workflow had to justify its existence in one KPI, which KPI would survive scrutiny?
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Which failure mode would cost your team trust fastest: silent wrong answers or obvious downtime?
If you removed your top three prompts, would your product still work?
What part of your architecture is optimized for demos instead of Tuesday morning traffic?
Are you measuring latency users feel, or only latency your dashboards can see?
Where are you paying for model tokens to avoid hard product decisions?
If your retrieval layer disappeared, how much of your AI intelligence remains?
Which human review step is real quality control, and which is theater?
What assumption in your eval set would break first with a new customer segment?
Are you training users to trust your system, or to double-check everything manually?
What percentage of outputs should be refused, and do you treat refusal as success?
Which business decision is currently delegated to a model without explicit ownership?
If a regulator audited your AI feature tomorrow, what evidence would you show first?
What hallucination is your team quietly tolerating because the UI looks polished?
Are you shipping capability, or shipping legibility about capability?
Where does your incident response playbook mention model behavior explicitly?
Which edge case appears often enough to be called a normal case now?
Do your logs capture user intent, model output, and downstream impact in one chain?
What would make you turn the feature off for 24 hours, no debate?
Which roadmap item exists because competitors announced it, not because your users need it?
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Previous questions.
What would enough look like if the goal were resilience rather than accumulation?
Where does the cheapest option create the most expensive dependency?
Which investment has no defined condition for stopping?
What cost is being shifted from the budget into people’s time?
Which subscription represents an intention rather than actual use?
What financial buffer would change the quality of your decisions?
Where would spending more reduce total cost rather than merely improve comfort?
Which resource is scarce in practice but absent from the budget?
What are you buying to avoid changing a habit or process?
Which recurring expense survives because nobody reviews small numbers?
Which shortcut saves minutes for the maker and costs hours for the user?
What part of the work deserves slowness because errors compound there?
Where would one careful pass matter more than another new feature?
What standard is visible in the artifact without needing to be announced?
Which imperfection gives the work character, and which simply reduces usefulness?
What does an expert notice here that a checklist cannot capture?
Which finishing step creates disproportionate trust?
Where has consistency become more important than appropriateness?
What flaw appears only when the work is used repeatedly?
Which detail communicates care before anyone understands the whole?
What principle should remain true when the technology changes?
Where is compliance evidence stronger than operational behavior?
What incentive would cause a well-designed safeguard to be bypassed?
Which data use would surprise the person who generated it?
What decision requires an accountable human even when automation is more efficient?
Which risk is being transferred to users without being made legible?
Where does your policy describe an ideal process rather than the one people actually follow?
What behavior is technically permitted but inconsistent with the trust users gave you?
Which stakeholder is easiest to exclude because they are absent from the buying decision?
Who can appeal an automated decision, and what happens when they do?
Where could working together briefly prevent weeks of asynchronous repair?
Which meeting needs a decision rule more than another attendee?
What would make it easier for a colleague to challenge your preferred solution?
Which recurring dependency should become a stable interface between teams?
Where does consensus conceal that nobody owns the final call?
What contribution goes unrecognized because it prevents visible problems?
Which shared document has become a substitute for shared understanding?
What information arrives only after another team has already committed?
Where are two teams optimizing different definitions of done?
Which handoff loses the most context between capable people?
What would your team need in the first fifteen minutes of an incident that it cannot find now?
Which exception has quietly become the normal security architecture?
What dependency could disappear without a tested continuity plan?
Where would one compromised identity create the widest blast radius?
Which security warning is so frequent that people have learned to ignore it?
What sensitive data is retained because nobody owns deletion?
Which backup have you verified exists but never proved can restore?
Where does a trusted internal path bypass the controls applied to everyone else?
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