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.

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 knowAI market analogy: early automobile production phase
Window of advantage closing as market levels
Fast-moving builders have rare edge in pre-scale phase
Implies outsized returns available before standardization
Published Apr 16 2026 - positions as forward-looking commentary
AI positioned as in 'messy, pre-scale phase' analogous to early automobile production
Thesis: fast-moving builders have rare window before market levels
Emphasis on outsized advantage through execution speed vs. incumbent consolidation
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.