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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 views26 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 Google, Anthropic and others to support new AI crawling opt-out standard A Claude model autonomously chose a gene therapy and operated on a mouse brain with no human decision-making Anthropic: That Claude Code extension compromise… couldn't be us
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