Nate's Newsletter · Tech & AI
TIER 4 Sun, 11 Jan 2026 16:01:11 +0000
Watch now | The conventional narrative about AI and business competition is shaping billions in investment decisions right now--and it's wrong in ways that will destroy companies.
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The story shaping billions in AI investment decisions goes like this: startups disrupt slow incumbents, giants transform or die, fastest adopters win. It feels urgent and actionable. It's misleading about where the real danger lies.
In enterprise IT services, the strategy logic seemed straightforward: Cognition's AI coding agent Devin goes direct to enterprises, disintermediates Infosys and the traditional services layer, captures the margin.
But Cognition didn't go hunting for enterprise clients. They partnered with Infosys, who will deploy Devin across their engineering organization and global client base. The AI startup is selling to the incumbent, not competing with them.
That pattern--AI capability flowing toward distribution rather than displacing it--is showing up across professional services. You'll see versions of it in legal, consulting, and enterprise software in the analysis below. The startups have the technology; the incumbents have procurement relationships, liability wrappers, and decades of embedded trust. So they trade.
The framework in this briefing explains why, and maps where competition actually intensifies versus where it doesn't.
This briefing covers:
The distribution trap. Why "AI-native startups disrupt slow incumbents" gets the competitive dynamics backwards--and what determines whether capability or distribution wins in a given market.
The Jevons-Baumol frame. Why AI makes some work abundant while making other work more expensive and scarce--applied as a practical map of which business models survive.
The three-layer analysis. How to categorize work into tokenizable cognition, accountability, and embodied execution--and why this determines whether AI is your threat or your opportunity.
The contestability split. AI kills long tails in markets where output becomes substitutable; it strengthens fragmentation where locality and relationships dominate.
Investment implications by position. Different strategic plays for giants, mid-tier firms, startups, and local service providers--including the one move that looks like prudence but is actually the death trap.
What to expect in 2026. Specific, falsifiable predictions so you can check this framework against reality in twelve months.
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