AI Infrastructure Operations, Demand Planning
Core
Own the end-to-end lifecycle of large-scale AI infrastructure capacity tranches, converting demand forecasts into concrete requirements and managing the schedule from contract to occupied state.
Role type
Senior IC Infrastructure Capacity Planner
Builds
Integrated capacity data layer, scheduling systems, and executive reporting dashboards for multi-region accelerator fleets
Domain
AI Infrastructure / Cloud Operations / Data Center Logistics
Deliverable
production ML models | infrastructure
Required skills
Large-scale infrastructure delivery (cloud regions, accelerator clusters, HPC), cluster orchestration, telemetry analysis, SQL, Python, vendor negotiation, data center build review
Preferred skills
Reserved-capacity onboarding, demand planning, data center delivery (power/space/network), accelerator health/burn-in, systems of record, hardware generation onboarding
Technologies
SQL, Python, accelerator clusters, cloud regions, neoclouds
Responsibilities
Convert demand forecasts into per-tranche requirements (shape, interconnect, region, date); qualify tranches for deliverability before contract signature; track forecast-versus-delivered variance and feed it back to planning; define and maintain the canonical contract-to-occupied state machine; run parallel bring-ups for new regions/sites; drive readiness automation; publish executive-level reporting on time-to-occupied and paid-idle dollars
Seniority
Senior, hands-on IC
