The AI infrastructure buildout has a gating problem, and it isn't megawatts. It's certainty of delivery.

In this episode, Data Center Frontier Editor-in-Chief Matt Vincent sits down with Jim Summers, CEO of GPC Infrastructure, to examine what large-scale power delivery actually requires in today's market.

Summers argues that hyperscalers are no longer shopping for energy. They're buying speed to market, guaranteed timelines, and risk transfer.

Utilities, hamstrung by interconnection queues and uncertain delivery dates, increasingly can't provide those things.

The conversation covers the full picture: why on-site natural gas has moved from bridge solution to permanent architectural layer, how battery systems have become essential infrastructure for managing AI's volatile load profiles, and what the supply chain — not energy policy — now governs project timelines.

Summers also walks through GPC's mobile PPA structure, designed to give operators long-term cost amortization without locking equipment in place, and makes the case that waste heat capture will eventually become standard practice.

The broader theme is risk. On-site generation shifts capital and operational responsibility to the developer. But it also hands them something utilities can't offer: direct control over their cost exposure, in a commodity market that is liquid and hedgeable.

Power in the AI era, Summers concludes, is no longer a utility assumption. It is a negotiated outcome.