SIGNALInfrastructure Software·Jul 3, 2026, 10:35 AMSignal75Short term

AI bills are baffling the C-suite after shift to usage-based pricing

Source: The Register

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AI bills are baffling the C-suite after shift to usage-based pricing

KPMG finds nearly a third of execs struggle to understand costs as companies rethink deployments

Why this matters
Why now

The rapid and widespread adoption of AI, coupled with evolving vendor pricing models, is now exposing significant cost management challenges for enterprises.

Why it’s important

This highlights a growing friction point between AI's perceived value and its financial realities for businesses, potentially slowing adoption or reshaping investment strategies.

What changes

Companies will likely become more cautious and strategic in their AI deployments, demanding greater transparency and predictability in AI service costs from vendors.

Winners
  • · AI cost management platforms
  • · AI infrastructure providers with transparent pricing
  • · Consulting firms specializing in AI ROI
Losers
  • · AI vendors with opaque usage-based pricing
  • · Companies with inefficient AI deployments
  • · C-suite executives without technical financial understanding
Second-order effects
Direct

Companies will scrutinize AI spending more closely, leading to optimization efforts and potential re-evaluation of current projects.

Second

This scrutiny could drive innovation in AI cost optimization tools and a shift towards more predictable AI service subscription models.

Third

Long-term, a greater emphasis on demonstrable ROI for AI projects could accelerate the maturation of the enterprise AI market, favoring providers who can clearly articulate value and cost.

Editorial confidence: 90 / 100 · Structural impact: 60 / 100
Original report

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