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GPU Cloud Selling to the VP of AI Infrastructure — 60-Min Training

👁 0 views📖 481 words⏱ 2 min read5/31/2026

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GPU Cloud Selling to the VP of AI Infrastructure is a 60-minute training for AEs running $500K–$50M ACV cycles against CoreWeave, Lambda Labs, AWS, GCP, Azure, Together AI, Fireworks AI. Qualify against VP AI Infra + CFO + Procurement, run discovery on GPU capacity + InfiniBand + reserved-capacity economics.

Built on MEDDPICC + Force Management.


Section 1 — Why GPU Cloud Selling Is Different (5 min)

GPU cloud is capacity-constrained. NVIDIA allocation gates availability.

End with Mark Roberge's rule: *"Sell capacity availability + interconnect, not generic compute."*


Section 2 — The 60-Minute Discovery (15 min)

  1. Opening (3 min): "Walk me through your AI training + inference workloads."
  2. GPU count baseline (10 min): "Current H100/H200/B200 usage?"
  3. Workload mix (10 min): "Training vs inference split?"
  4. InfiniBand requirement (10 min): "Multi-node training? NDR or HDR?"
  5. Reserved-capacity posture (8 min): "1-year, 3-year commits?"
  6. Multi-cloud strategy (7 min): "Single-cloud or multi-cloud?"
  7. Renewal posture (5 min): "Existing contracts?"
flowchart TD A[AE Schedules Discovery] --> B[Pre-Brief Sent] B --> C{VP AI Infra + CFO + Procurement?} C -->|No| D[Reschedule] C -->|Yes| E[GPU Count + Workload 20 min] E --> F[InfiniBand + Reserved 18 min] F --> G[Multi-Cloud + Renewal 12 min] G --> H[Capacity Quote Within 5 Days]

Section 3 — The Capacity Negotiation That Wins (15 min)

Failure modes to ban. On-demand-only pricing. No InfiniBand commitment. No multi-year reserved discount.

Wins to coach. Reserved-capacity discount math (30–50% vs on-demand). InfiniBand topology in writing. Capacity SLA per region.

End with Andy Paul's rule: *"Show the customer guaranteed capacity + discount."*


Section 4 — Handling the Incumbent (10 min)

Counter-move 1 — Capacity wedge. *"Does your incumbent have B200 capacity in 2027?"*

Counter-move 2 — InfiniBand wedge. *"NDR 400 Gb/s or HDR 200?"*

Counter-move 3 — Reserved-capacity discount wedge. *"What's your 3-year reserved discount today?"*


Section 5 — Pricing Conversation (10 min)

Landmine 1 — On-demand-only.

Landmine 2 — Multi-year discount. 3-year 30%; 5-year 50%.

Landmine 3 — No procurement-only meetings.

flowchart TD A[Joint VP AI + CFO + Procurement] --> B[Reserved Capacity Proposal] B --> C{Discount + SLA Aligned?} C -->|No| D[Reset] C -->|Yes| E[MSA Drafted] E --> F{Procurement Solo?} F -->|Yes| G[Refuse] F -->|No| H[Joint Negotiation] G --> H H --> I[Provisioning Within 14 Days] I --> J[Capacity Live Month 1] J --> K[Quarterly Capacity Review]

Section 6 — The Trap-Set for Multi-Year Renewal (5 min)

Trap-set 1 — Reserved capacity utilization 80%+ within 6 months.

Trap-set 2 — InfiniBand SLA met monthly.

Trap-set 3 — Allocation pipeline for next-gen hardware.

Trap-set 4 — Joint VP AI dashboard in QBR.

Close with Jeb Blount's rule.


FAQ

CoreWeave or AWS? CoreWeave for AI-first aggressive pricing; AWS for enterprise integration.

H100 or B200? Mix based on workload maturity.

InfiniBand mandatory? For multi-node training, yes.

Multi-cloud or single? Multi-cloud for compliance; single for cost discipline.

Multi-year discount target? 30% for 3-year; 50% for 5-year.

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