No Priors: Artificial Intelligence | Technology | Startups How Capital is Powering the AI Infrastructure Buildout with Magnetar Capital Managing Director Neil Tiwari
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Feb 26, 2026 
Neil Tiwari, Managing Director at Magnetar Capital who structures creative financing for large GPU cloud build-outs. He discusses how novel debt and SPV structures fund massive AI CapEx. Conversation covers GPU collateral, evolving deal counterparties, power and supply-chain bottlenecks, and the shift from training to inference and distributed AI infrastructure.
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Finance Clouds With SPVs Backed By Contracts Not GPUs
- Finance GPU clouds using SPV debt structures backed primarily by contracted cash flows rather than by GPUs as first-line collateral.
- Use take-or-pay contracts with investment-grade counterparties and amortize debt over 4–5 years so CapEx repays before full depreciation.
Debt Structures Now Mix Hyperscalers And AI Natives
- Debt SPVs have evolved to include mixes of investment-grade hyperscaler contracts and non-investment-grade AI-native customers.
- Blending IG and non-IG offtake lets financiers balance risk and finance startups as they gain runtime history.
Operational Bottlenecks Now Outweigh Chip Shortage
- The 2023–24 bottleneck was chips; by 2026 bottlenecks shifted to people, power, and infrastructure to turn chips into revenue-generating assets.
- Operationalizing GPUs (staff, substations, transformers) is now the limiting step, not just supply of silicon.