AI Infrastructure Operations, Demand PlanningNew$320K

The opportunity

Anthropic runs one of the largest and fastest-growing infrastructure fleets in the industry, across multiple accelerator families, CPU families, clouds, neoclouds, and on-prem sites. Capacity Engineering owns the data, tooling, and systems that let Anthropic plan, measure, and…

What you'll do

  • Turn the forecast into per-tranche requirements. Take the Demand Planning: forecast plus direct input from research, pretraining, and inference planners, and convert it into concrete accelerator, interconnect, region, supporting-resource, and date requirements for each tranche. Represent those in sourcing negotiations and data center build reviews, including which contractual terms actually move delivery dates.

  • Qualify tranches for deliverability before signature. The Capacity Planner: signs fit-to-forecast; you sign whether the shape can land schedulable, healthy, and instrumented in that region on that date, with storage, egress, identity in place.

  • Close the delivery loop. Track forecast-versus-delivered on shape, region,: and timing for every tranche; publish the variance; and feed it back to Demand Planning and into the next contract.

  • Own the bring-up system of record. Define the canonical contract-to-occupied: state machine with explicit entry and exit criteria per stage, and make it a first-class object in the capacity data layer so every downstream tool sees in-flight capacity, not only what has landed.

  • Run a portfolio of bring-ups in parallel: new cloud regions, on-prem sites, neocloud blocks — with one integrated schedule spanning provider milestones, cluster creation, network turn-up, storage readiness, health burn-in, and first-workload landing.

  • Drive readiness automation: All capacity systems are fully integrated for all new capacity, from contracted through ingested, automated and scaled.

What they're looking for

  • Instrument and publish the numbers that matter: time-to-occupied and paid-idle dollars per tranche — with executive-level reporting on status, tradeoffs, and risk across the portfolio.