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AI’s Messy Phase Is Where The Money Is Made

Your AI strategy is already 6 months behind. Here's why the messy phase is where winners emerge.

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People, judgement and the changing nature of work.AI illustration by KeyNews
The KeyNews take

Why it matters

A contrarian take positioning AI's current fragmentation and lack of standardization as a competitive advantage window for builders before consolidation. Argues that speed and adaptability matter more than waiting for mature infrastructure.

The key facts

9 to know
  1. AI market analogy: early automobile production phase

  2. Window of advantage closing as market levels

  3. Fast-moving builders have rare edge in pre-scale phase

  4. Implies outsized returns available before standardization

  5. Published Apr 16 2026 - positions as forward-looking commentary

  6. AI positioned as in 'messy, pre-scale phase' analogous to early automobile production

  7. Thesis: fast-moving builders have rare window before market levels

  8. Emphasis on outsized advantage through execution speed vs. incumbent consolidation

  9. Strategic take on timing and window closure in AI adoption curve

Go to the source

Forbes Innovationforbes.com

Publisher excerpt: AI is in its messy, pre-scale phase, like early automobile production, giving fast-moving builders a rare window to create outsized advantage before the market levels.
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