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Strategic insights on blockchain, AI, security, leadership, and career in an age of disruption.

AI Inverts the Expertise Pyramid—What You Charge For Now
September 17, 2026·6 min read
AI

AI Inverts the Expertise Pyramid—What You Charge For Now

Microsoft's cybersecurity AI routes 90% of work to a cheap specialist model that outperforms expensive frontier models, forcing a reckoning: if junior-tier AI is now the best in the room, what justifies premium rates for human expertise?

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Blog — Blockchain, AI & Leadership Strategy | Jay Schulman