Monte Carlo #51 – Jeremy Epstein: Insuring AI's Authority to Act

Everyone's pricing AI as a headline risk. Jeremy Epstein thinks that's the wrong question entirely — the risk isn't that a company uses AI, it's what authority they've quietly handed it to act without anyone watching. He left underwriting for venture, watched every pitch deck turn into "AI-native law firm," and built Mayflower Specialty to insure the gap nobody else is pricing.

WHAT YOU'LL LEARN:

• Why "AI" as a noun tells you nothing about the risk — and what to ask instead
• How a five-person team is underwriting exposure for organisations backed by AA-rated capital
• The line between AI drafting a suggestion and AI shipping it unsupervised — and why that line is the whole policy
• Why standards like NIST and ISO 42001 are becoming the difference between insurable and uninsurable
• What building "from zero" in the AI era actually looks like versus retrofitting a legacy insurer

Everyone's pricing AI as a headline risk. Jeremy Epstein thinks that's the wrong question entirely — the risk isn't that a company uses AI, it's what authority they've quietly handed it to act without anyone watching. He left underwriting for venture, watched every pitch deck turn into "AI-native law firm," and built Mayflower Specialty to insure the gap nobody else is pricing.

WHAT YOU'LL LEARN:

• Why "AI" as a noun tells you nothing about the risk — and what to ask instead
• How a five-person team is underwriting exposure for organisations backed by AA-rated capital
• The line between AI drafting a suggestion and AI shipping it unsupervised — and why that line is the whole policy
• Why standards like NIST and ISO 42001 are becoming the difference between insurable and uninsurable
• What building "from zero" in the AI era actually looks like versus retrofitting a legacy insurer

EPISODE LINKS:

Jeremy's LinkedIn: https://www.linkedin.com/in/jaepstein00002/

Mayflower Specialty: https://mayflowerspecialty.com/

OUTLINE & TIMESTAMPS:

00:00 Meet Jeremy & the Idea Behind AI Insurance

00:52 Building an AI-Native Insurance Business

02:08 Running an MGA With Just Five People

03:02 When Does AI Stop Replacing Headcount?

03:52 The Real Risk: What You Let AI Do

05:05 Underwriting AI Deployment

06:05 AI Isn’t Just Software Anymore

07:05 What Traditional Insurers Can Learn From AI-Native Firms

07:42 Final Thoughts