The industry-wide 20–30% price increase that landed in Q1 2026 is the delayed signal of three converging forces: fabrication cost inflation, runaway demand from LLM production traffic, and a structural shortage of high-end Hopper / Blackwell silicon.
What to ask your compute partner
- Capacity reservation terms. How much of their fleet is on long-term commitments versus elastic pools?
- Hardware refresh cadence. Will you have access to next-gen silicon when it lands, or only the previous generation?
- SLA transparency. How do they measure and credit fabric availability?
- Exit ramps. Can you migrate off the platform without rewriting your pipelines?
The smart move in a tightening market is not to chase the lowest per-GPU price — it is to lock in capacity with a partner whose technical roadmap and operational maturity match your growth curve.