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BUSINESS

Dan Dreyfus warns AI demands Japan-sized power surge

Friday, June 12, 2026 · from 1 podcast
  • A 106-gigawatt power surge - equal to Japan's total consumption - is needed for AI within 10 years.
  • Existing baseload power assets like Talen Energy are undervalued against a $45B replacement cost.
  • Investors see regulatory risk as the cap on upside, with political pressure threatening price controls or nationalization.

The AI boom has shattered the historic link between economic growth and modest power demand. According to investor Dan Dreyfus on All-In, we are now entering a 'technological power spike,' with data centers acting as 'energy refineries' that consume raw electricity to output intelligence. The scale is staggering: the PJM grid alone requires 106 gigawatts of new capacity over the next decade - an amount equivalent to Japan's entire current electricity consumption.

"Data centers function like hydrocarbon refineries. They consume raw electricity and output 'tokens' or intelligence."

- Dan Dreyfus, All-In

Dreyfus argues this demand is impossible to meet in 'geological time' for infrastructure building, making existing baseload assets - particularly nuclear and natural gas plants - exponentially more valuable. He pitched Talen Energy, a power producer with 8 GW of capacity, which trades at a $25 billion enterprise value versus a $45 billion replacement cost. The thesis hinges on the market finally valuing these assets as essential infrastructure rather than mere utilities.

But Gavin Baker pointed to a looming political bottleneck. Regulatory pressure is mounting as data centers compete with residential customers for grid capacity, and he warned that political pressure could cap electricity prices or even lead to nationalization of assets. This regulatory risk forms the ceiling on the power thesis, even as companies like Microsoft are already resorting to extreme measures, such as incentivizing the restart of the Three Mile Island nuclear plant.

In a world of physical shortage, the owner of the electrons holds the cards, but the government holds the pen. The scramble for power is a bet on whether the market or politics will decide the price.

Source Intelligence

- Deep dive into what was said in the episodes

All-In's Best Ideas Pitch Competition: 4 Investors Present Their Top Trades LiveJun 12

  • Dan Dreyfus pitches Talen Energy, a power producer with 8 GW of nuclear and gas capacity, trading at a $25B enterprise value versus a $45B replacement cost. He sees a 20-year power demand supercycle driven by AI and industrial buildout.
  • Dreyfus claims the PJM grid needs 106 GW of new power in 10 years, an amount equal to Japan's entire current consumption. He argues existing power prices are still too low to stimulate new capacity build.
  • Oleg Nodelman pitches Actus Oncology, a radiopharmaceutical company with a $1B market cap and $500M enterprise value. Its platform uses mini-proteins to deliver radioactive payloads directly to tumors.
  • Nodelman says Actus's $300M IPO was 18x oversubscribed and backstopped by Eli Lilly. He values the company at up to $10B if one program succeeds, with initial clinical data for its lead program expected in Q1 2027.
  • Kyle Samani pitches GeoNet, a decentralized RTK network with 22,000 base stations across 150 countries. It provides 2cm geolocation accuracy versus GPS's 2 meters for applications in agriculture, drones, and robotics.
  • Jason Calacanis ranks the pitches by investability, placing MGM and Talen in a high-conviction bucket due to downside protection and liquidity, while calling Actus and GeoNet asymmetric lottery tickets with higher zero-risk.
  • David Sacks argues the real upside for MGM lies in monetizing Las Vegas entertainment, citing a claim that a show at The Sphere generates $1M incremental EBITDA per day for the Venetian hotel.
  • Gavin Baker highlights regulatory risk for Talen Energy, noting political pressure could cap electricity prices or nationalize assets. He remains bullish on MGM due to Barry Diller's bid providing a price floor.
Also from this episode: (3)

Markets (2)

  • Aaron Cowen pitches MGM as a buyout target with hidden assets in Japan and Dubai. Barry Diller owns 26% of MGM and bid $48 per share, while Cowen values the Vegas and China assets alone at low-$60s.
  • Cowen argues MGM's Osaka casino license is a massive hidden asset. Japan's gambling market is $40B, larger than Macau's $30B and Las Vegas's $10B, with Osaka positioned to capture Chinese tourists.

Protocol (1)

  • Samani says GeoNet has an $11M annual run rate, growing 3x year-over-year, and uses 80% of revenue to buy back its GEO token on the open market. The network's fully diluted valuation is approximately $150M.