John Nay, founder of Norm Ai, argues that AI agents will not pay off inside companies designed around human teams, and that the cure is to start new firms with agents at the center. He made the case in an article titled “Symbiotic Firms,” posted on X on 5 November 2026.
His reasoning is simple. An agent can do good work alone in a demo, but a company’s reporting lines and handoffs were built to coordinate people. Put thousands of agents into that machinery and the swarm may achieve little or, in his words, “wreak havoc far beyond the firm walls.”
Norm’s own answer is Norm Law, its in-house law practice, where working attorneys hand as much as possible to agents and human experts answer for the result. Nay says the target is the biggest American firms, the so-called Am Law 20.
The piece is positioning for his company, and it ends with a recruiting call for Norm. Nay claims “nonlinear increases in firm-level productivity” but offers no figures, client results, or independent evidence. Until Norm publishes numbers, a buyer comparing it with a consultant who fits agents into existing workflows has only his word to go on.
Reported from John Nay’s article “Symbiotic Firms,” published on X on 5 November 2026.
