Large enterprise customers want guaranteed throughput and latency. Should we offer provisioned capacity, and how would you design it?

Enterprises building critical workflows on a model API need predictability that shared capacity cannot promise. The interviewer wants a product that sells guarantees without stranding expensive GPUs.

Updated Oct 2026 · Original practice questions with worked answers and teaching rubrics. Our editorial policy explains the sources, review process and limits.