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Business Context And AI: The Gap Between Investment And Outcome

Forbes Councils member Vyom Bhardwaj reports that companies are investing heavily in AI without first defining their business context, leading to a gap between investment and outcome. Bhardwaj argues that intelligent systems require clear business thinking to succeed.

read1 min views25 publishedJul 31, 2026
Business Context And AI: The Gap Between Investment And Outcome
Image: Machinebrief (auto-discovered)

By Vyom Bhardwaj, Forbes Councils MemberSource:

Forbes InnovationCompanies keep trying to build intelligent systems on top of businesses that have never clearly defined how they think. That's a problem.

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source & further reading
machinebrief.com — original article LabAgent: Customize Any Research Hubs for Scientific Discoveries Using AI Agents Root-Cause Attribution Is a Search Problem: Continual Search for Long-Horizon Agent Failures A Hybrid Agentic AI Framework for Intelligent Supply Chain Analytics
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