AI-Native Insurance
ZERO
LEGACY
The InsurTech Playbook
for the Autonomous Era
HARPREET SINGH
ZERO LEGACY PRESS

The field manual for the autonomous era

The doctrine reshaping how insurance adopts agentic AI.

For carriers, MGAs, brokers, and capital markets — the practitioner’s guide to the frameworks the industry is adopting.

About the book

Insurance just split in two.

ZERO LEGACY names the divide for what it is — The Great Decoupling: model capability compounding exponentially while organizational absorption crawls forward in a straight line. On one side, a vanguard converts AI into structural advantage. On the other, the majority is trapped in efficiency theater.

Across five movements, it codifies an operating system for the autonomous era: the Strangler Facade, the Probabilistic/Deterministic split, Risk-Tiered Autonomy, the Immutable Decision Dossier, Code-Level Governance, and the API Multiple. It is the field manual for the leaders who intend to be on the right side of the line.

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FAQ

About ZERO LEGACY

What is ZERO LEGACY about?

It’s the field manual for AI-native insurance — codifying an operating system for the autonomous era across five movements: the Strangler Facade, the Probabilistic/Deterministic split, Risk-Tiered Autonomy, the Immutable Decision Dossier, and the API Multiple.

What is “The Great Decoupling”?

The book’s central idea: AI capability is compounding exponentially while organizations absorb it only linearly. A vanguard converts AI into structural advantage while the majority stays trapped in efficiency theater — insurance has split in two.

Who is ZERO LEGACY for?

Carriers, MGAs, brokers, and capital markets — the practitioners and leaders who intend to be on the right side of the divide.

Who is the author?

Harpreet Singh — the author of ZERO LEGACY, an AI educator and keynote speaker for the people who own and run insurance capital. He leads AI and digital build inside a Canadian insurance business, and teaches carriers, MGAs and brokerages how to move AI from pilot to production. Former RIBO broker. Published by Zero Legacy Press.

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