Healthcare is standing at an inflection point. AI has arrived. Investment has surged. Innovation is everywhere. And yet the system still doesn’t work.
Autonomous Healthcare is a manifesto that explains why and what replaces it.
This Is a Line in the Sand
AI promised to reduce burden. Instead, it multiplied it. Copilots summarize, agents recommend, but the work still doesn’t finish. Autonomous Healthcare introduces a different ambition: Systems that don’t just assist humans, but act, learn, and improve on their own.
From models to architecture
From documentation to execution
From point automation to end‑to‑end autonomy
What Is Autonomous Healthcare?
Autonomy in healthcare is not about replacing people, it is about refusing to waste human intelligence on reconciliation, rework, and administrative friction.
An autonomous healthcare system:

Completes routine work when certainty is high

Knows when to escalate to human judgment

Learns from every outcome to get better over time

Makes trust, transparency, and safety foundational, not optional

“Autonomy is how systems finally assume responsibility for routine work, so people can return to work that requires judgment, empathy, and care.”
Abhinav Shashank
Co-founder & CEO, Innovaccer

Why This Matters Now

Healthcare is approaching $6 trillion in annual spend; up to $500–750 billion of that is administrative waste. This is not overhead, this is negative value creation at the scale of national economies. Autonomous Healthcare argues that this waste is not inevitable. It is architectural. And architecture is something we can deliberately change.

“Healthcare has invested heavily in digitization, but barely begun the work of building systems that can act and learn. This manifesto makes the case, and provides the blueprint, for that next step.”
David W. Johnson
Author, CEO 4sight Health

Inside the Manifesto

This manifesto is both a provocation and a construction manual. It lays out:

Why AI keeps failing in real-world healthcare workflows

This is some text inside of a div block.Not because models are weak, but because systems cannot carry context or complete work.

Why AI keeps failing in real-world healthcare workflows

This is some text inside of a div block.Not because models are weak, but because systems cannot carry context or complete work.

Why AI keeps failing in real-world healthcare workflows

This is some text inside of a div block.Not because models are weak, but because systems cannot carry context or complete work.

Why AI keeps failing in real-world healthcare workflows

This is some text inside of a div block.Not because models are weak, but because systems cannot carry context or complete work.

Why AI keeps failing in real-world healthcare workflows

This is some text inside of a div block.Not because models are weak, but because systems cannot carry context or complete work.
Inside the Manifesto
This manifesto is both a provocation and a construction manual. It lays out:
Why AI keeps failing in real-world healthcare workflows
Not because models are weak, but because systems cannot carry context or complete work.
The Architecture Thesis
Why autonomy is an architectural leap, not a modeling exercise.
The Five Levels of Healthcare Autonomy
A clear framework, borrowed from autonomous systems, for how healthcare actually progresses from manual work to true autonomy.
The Six Layers of an Autonomous Architecture
From unified data to continuous learning and what must exist for intelligence to matter.
A Blueprint for Building It
How organizations can begin, safely, incrementally, and measurably, today.
Inside the Manifesto
This manifesto is both a provocation and a construction manual. It lays out:
Why AI keeps failing in real-world healthcare workflows
This is some text inside of a div block.

A Movement, Not Just a Manifesto

This work is an invitation. To leaders tired of pilots that don’t scale. To clinicians burned out by systems that steal time. To builders who know healthcare deserves better architecture.
Abhinav Shashank
Co-founder & CEO, Innovaccer
“Standing still is no longer an option. Autonomous healthcare is coming, and leaders must decide whether to shape it or react to it.”
“Autonomous Healthcare” is the manifestation of Abhinav’s vision twelve years into his journey to make healthcare’s data systems intelligent enough to liberate caregivers from the drudgery of mind-numbing data entry and repetitive routine work. In five separate acts, his manifesto details healthcare’s data problems, solutions to addressing them and a step-by-step blueprint for building “intelligent” data architecture. Paraphrasing Shakespeare, autonomous healthcare is the stuff from which Abhinav’s dreams are made.”
David W. Johnson
Author, CEO 4sight Health

A Movement, Not Just a Manifesto

This work is an invitation. To leaders tired of pilots that don’t scale. To clinicians burned out by systems that steal time. To builders who know healthcare deserves better architecture.
Abhinav Shashank
Co-founder & CEO, Innovaccer
Co-founder & CEO,
Innovaccer
“Standing still is no longer an option. Autonomous healthcare is coming, and leaders must decide whether to shape it or react to it.”

Join the Conversation

Autonomous Healthcare will shape how the industry talks about AI, architecture, and operational transformation.
Read it.
Challenge it.
Build it
Because healthcare’s future is not incremental. It is autonomous.