Tell me about a time you pushed back on a request or said no to a stakeholder.
Saying no skillfully is a senior marker: guarding quality, scope, or users while keeping the relationship intact. What scores is principled pushback backed by reasoning and an alternative, not a bare refusal. Here is the arc.
Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
Saying no skillfully is a senior marker: guarding quality, scope, or users while keeping the relationship intact. What scores is principled pushback backed by reasoning and an alternative, not a bare refusal. Here is the arc.
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.
