The non-linear opportunity is operational, not scientific: Supermicro wins when it converts fast GPU roadmap turns into validated, deployable racks faster than OEM peers. In the
Last Economy, buyers pay for time-to-online,
performance-per-watt, and procurement assurance (security/compliance provenance), which can justify a small
re-rate if Supermicro proves predictability and reduces working-capital volatility. The ceiling remains hardware-like because silicon partners and large OEM/
ODM competitors constrain margins, but steady share plus attach services can still drive a 2–5× outcome.