The Vertical-Agent Moat Is Workflow Data, Not Models
The defensibility of a vertical AI agent doesn't come from the model it calls. Foundation models are rented, swappable, and increasingly com
J. Okafor · Jun 23, 2026 · 13 min
4 articles tagged "vertical agent moat".
The defensibility of a vertical AI agent doesn't come from the model it calls. Foundation models are rented, swappable, and increasingly com
The short version: vertical AI agents win because the hard part of agentic work isn't the model, it's the messy, specific, regulated last m
The biggest threat to a vertical AI agent isn't a copycat startup in the same niche. It's the horizontal platform one layer below you adding
The hard part of building a vertical AI agent isn't the model. It's the last 20% of domain knowledge that lives in nobody's documentation: t