AI economics · Research

The case for governing AI cost, and the independent research behind it.

Expert opinions, analyst research and standards-body frameworks that AI economics rests on, sorted by questions a board asks.
Read: When AI starts spending for itself
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When AI starts spending for itself

Expert opinion, 31 August 2026. An agent decides how much work to do. Your cost controls assume a person did.Published

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Questions a board asks.

What did AI return for what it cost?

Prove what AI returned >

  • Driving AI ROI (named, not reproduced)Gartner, G00846542, March 2026
  • Measuring the unmeasurable (expert opinion)MagicOrange
  • Driving the value conversation (expert opinion)MagicOrange
  • Howard Rubin’s AI value research (named, linked to his public post)Independent research, 2026
Where does the money for AI come from?

Reallocate capital to fund AI >

  • Technology economics: the future of IT financial management and FinOps (expert opinion)MagicOrange
Why do our cost controls miss what agents spend?

When AI starts spending for itself >

  • When AI starts spending for itself (expert opinion)MagicOrange, 31 August 2026
  • CIOs must prepare now for the crushing AI cost waveGartner, G00850479, Robert Naegle, May 2026
  • Identify, track and act on AI cost-wave signalsGartner, G00850480, Robert Naegle, May 2026
  • Big-T Notation and the Five-Layer Tokenomics StackTokenomics Foundation, 2026
How do we see AI cost before the invoice arrives?

Catch it before the invoice >

  • FinOps for AI: managing costs in the age of generative intelligence (expert opinion)MagicOrange
  • Optimizing AI costs: a FinOps approach for sustainable AI adoption (expert opinion)MagicOrange
  • AI and FinOps: the future of IT cost (expert opinion)MagicOrange
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MagicOrange expert opinions

Whitepapers, opinions and thought leadership from ITFM, TBM, FinOps and Tokenomics experts.

Analyst research

Relevant research from recognized analysts such as Forrester and Gartner.

Standards bodies

Research from industry bodies FinOps Foundation and FOCUS. The Tokenomics Foundation. Technology Business Management Council (TBM).

Independent research

Links to research and articles from independent industry experts such as the Technology Economists.

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