H100 vs. B200 Economics
Definition
H100 vs. B200 economics compares the investment case for prior-generation and newer-generation NVIDIA AI accelerators across acquisition cost, utilization, power, performance, resale value, and customer demand.
Why it matters
A GPU fleet can look profitable on day-one rental rates but lose value quickly if newer chips reset customer expectations, energy efficiency, or resale pricing.
Technical details
Comparison framework
Compare total installed cost, rack density, power draw, networking, cooling requirements, software support, expected utilization, and customer workload fit.
Training-heavy customers may value newest-generation performance differently than inference or fine-tuning customers.
The right question is not which chip is faster, but which chip produces better risk-adjusted cash flow after power, depreciation, financing, and utilization.
Investor caution
Avoid underwriting fixed rental rates across the full debt term without a refresh-cycle assumption. Residual value, redeployment demand, and utilization sensitivity should be stressed for both generations.