SIGNALInfrastructure Software·May 28, 2026, 5:01 AMSignal75Short term

Most generative AI and custom model projects will be a bust: Gartner

Source: The Register

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Most generative AI and custom model projects will be a bust: Gartner

To succeed, look to China

Why this matters
Why now

Gartner's report highlights growing realism and skepticism surrounding AI project ROI as initial hype gives way to implementation challenges.

Why it’s important

This shift in perception indicates where actual value creation will lie in the AI landscape, influencing investment and strategic direction for enterprises.

What changes

The focus moves from generic generative AI adoption to more targeted application, highlighting the strategic importance of custom models and potentially sovereign AI development.

Winners
  • · Companies with strong data governance and custom model expertise
  • · China's AI sector
  • · Consulting firms specializing in AI implementation strategy
Losers
  • · Generative AI startups with undifferentiated offerings
  • · Companies pursuing untargeted AI-for-AI's-sake projects
  • · Early-stage investors in generic AI solutions
Second-order effects
Direct

Enterprises will become more discerning in their AI investments, prioritizing custom solutions over off-the-shelf generative AI.

Second

Increased capital will flow towards regions and companies demonstrating practical, value-driven AI development and deployment.

Third

A potential widening of the gap between nations capable of sophisticated AI development and those reliant on external solutions, influencing future economic and geopolitical power balances.

Editorial confidence: 85 / 100 · Structural impact: 60 / 100
Original report

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