Unverified50% confidenceFactExact time
A large number of enterprises have completed AI POCs (such as using large models for customer service Q&A, document summarization, and coding assistance), but cases that truly enter core business processes (such as credit approval, supply chain scheduling, and clinical decision-making) and generate quantifiable ROI remain scarce.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/12/2026
First Seen
Valid until: 1/10/2027
Sources
Related Entities
Related Claims
UnverifiedResearch by MIT and other institutions found that most enterprise AI projects are discontinued after POC because they cannot prove business value.76% similarUnverifiedIntel's CEO said that for AI to truly generate ROI, it must enter enterprises' core business processes rather than remain at the pilot and proof-of-concept (POC) stage.73% similarUnverifiedAI project PoC phases commonly use carefully selected clean samples, causing model performance to appear far superior to the average level in real business environments, creating a 'PoC illusion'.69% similarVerifiedIn enterprise-level systems with complex business logic, AI programming must retain output validation and manual review nodes, which cannot be omitted.69% similarUnverified头部企业已将AI从实验性项目转变为运营支出（OpEx）67% similar
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