Descriptions:
Nate Herk interviews Devin Karns, co-founder and CEO of Custom AI Studio, for a wide-ranging conversation about what it takes to build an AI agency with a credible path to a $100 million exit. Karns has been operating in the space for roughly two and a half years, growing from $2,500 automation projects to engagements worth $400K–$500K per year with ongoing managed service contracts, primarily serving mid-market enterprise clients.
The central strategic reframe Karns offers is that pure AI development work is being commoditized rapidly — its value is trending toward zero — and agency operators need to reposition as vertical AI integrators rather than automation builders. He outlines a financial framework for enterprise valuation at different revenue tiers: a $2M/year AI readiness consultancy might sell for roughly $2M, while a $6M/year operation with recurring contracts could command a 5x multiple and exit at $30 million. He points to Anthropic’s strategy of embedding engineers directly into client operations as validation that deep integration, not point solutions, is where defensible value lives.
The conversation also covers distribution strategy — Karns credits YouTube with making Custom AI Studio’s growth possible — managing imposter syndrome as a new entrant, and why most people who believe they want to run an AI agency would actually be better served staying in a builder or internal practitioner role. Five things Karns wishes he had known sooner close out the video.
📺 Source: Nate Herk | AI Automation · Published May 25, 2026
🏷️ Format: Interview
