Science & Technology

The infrastructure, engineering, and economics behind modern technology.

Engines & Margins covers the physical systems powering AI and modern technology — chips, power, cooling, networks, and the businesses that build and finance them.

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The $7 Trillion Machine Behind AI

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Built on sourcing, not hype

  • Claims are sourced where a reliable primary source exists, and clearly flagged for verification where one doesn't.
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  • Interactive tools use transparent, documented formulas — not black-box estimates.

Latest analysis

Recent articles

Business6 min read

Where the $60 Billion Goes in One AI Data Center

Nvidia says one gigawatt of AI data center now costs about $60 billion. Here is the bill line by line: chips, networking, power gear, cooling, the building, and the running costs after it opens.

  • AI data center cost
  • cost per gigawatt
  • Nvidia
  • Vera Rubin
  • data center capex
  • depreciation
Business6 min read

Who Is Actually Paying for the AI Boom?

Amazon, Alphabet and Meta have all gone cash-flow negative on AI spending. Here is who fills the gap: bond investors, private lenders, shareholders, chip suppliers and, in the end, customers.

  • AI capex
  • free cash flow
  • hyperscaler bonds
  • Meta Hyperion
  • residual value guarantee
  • OpenAI commitments
Infrastructure7 min read

Voters Reject AI Data Centers: What the November 2026 Ballot Measures Mean

On November 3, 2026, local voters restricted AI data centers in 33 of the 34 measures counted by the next morning. What was on the ballot, from 25 MW caps to bans, why residents said no, and what it means for the AI buildout.

  • data center ballot measures
  • AI data centers
  • local opposition
  • electricity prices
  • PJM
  • Ohio

Interactive tools

Do the math yourself

AI Data Center Power & Cost Calculator

Estimate the electricity load and cost of an AI GPU cluster from GPU count, power draw, PUE, and utilization.

Data Center Revenue & Capacity Calculator

Explore illustrative data-center revenue from sellable capacity, utilization, price per kilowatt, and interconnection revenue.

Data Center Rack Density & Cooling Calculator

Explore rack power density, estimated IT heat output, facility electricity use, and electricity cost in an illustrative scenario.