A hospital wants an LLM feature over patient records. What does HIPAA actually require of your design?
HIPAA-with-LLMs questions test whether you know the three things that gate the deal: the BAA, the minimum-necessary standard, and audit controls. Engineers who can name 45 CFR obligations in design terms win these rooms.
Updated Aug 2026 · Grounded in real Forward Deployed Engineer interview loops and written to a senior-engineer editorial bar.
HIPAA-with-LLMs questions test whether you know the three things that gate the deal: the BAA, the minimum-necessary standard, and audit controls. Engineers who can name 45 CFR obligations in design terms win these rooms.
Lead with where the obvious approach breaks, because that is the judgment they are screening for — most candidates jump straight to the happy path and lose the room.
Then walk the failure back through the pipeline in order, naming the one metric the customer's exec sponsor actually cares about before you propose the fix.