Signal 75-85% of generative AI proofs of concept are said to fail because of infrastructure gaps
Summary
NTT DATA reports that between three quarters and 85 percent of generative AI proofs of concept fail, and attributes the failures to gaps in infrastructure rather than to model quality, data or use case choice.
Classification
Main topicDigital Infrastructure & Cyber
Region menusGlobal
Occurrencescope:global
Impactscope:global
Time horizon0-3 years (2026-07-26)
Last updated2026-07-29 04:49:52
Evidence 3
- Technology Foresight 2026: Sustaining growth in the era of mass intelligence NTT DATA page=43;section=4 Informed infrastructure / Signals and ecosystem: Enterprise adoption signals 2026-03 accessed 2026-07-26
- Technology Foresight 2026: Sustaining growth in the era of mass intelligence NTT DATA page=43;section=4 Informed infrastructure / Signals and ecosystem: Enterprise adoption signals 2026-03 accessed 2026-07-26
- Technology Foresight 2026: Sustaining growth in the era of mass intelligence NTT DATA page=43;section=4 Informed infrastructure / Signals and ecosystem: Enterprise adoption signals 2026-03 accessed 2026-07-26
Part of trends 0
No objects.
Directly linked issues 1
- IssueInfrastructure is positioned as the backbone of both innovation and national sovereignty1 trends · 2 signals
Relation types: direct_urgent
Public id: fm-67b96e5fe92b