The Helpfulness Pyramid: Why AI Agents Are Level 5 Consultants
Most consultants stop at recommendations. AI agents deliver autonomous execution with oversight. Understanding the 5 levels—and why Level 5 changes everything.
David Liew
Author
I write about the messy reality of building AI solutions for small businesses. Real stories, hard-earned lessons, and what actually works in practice.
What I'm thinking about lately—real implementation challenges and solutions.
Most consultants stop at recommendations. AI agents deliver autonomous execution with oversight. Understanding the 5 levels—and why Level 5 changes everything.
David Liew
Author
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David Liew
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David Liew
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David Liew
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David Liew
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