You're new to US healthcare
Get the mental model and the money before anything else.
An operator's field map · 175 pages · 12 sections
The only thing harder than building for US Healthcare is solving how the pieces fit together. So in an attempt to pay it forward to the next founder, this is a complete 175 page dump of my understanding on how care gets authorized, coded, billed, paid, managed and regulated; with a specific founder's-eye view of where it breaks and where AI wins.

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About 19 minutes in total · your progress: 0 of 3
Everything in the main text is sourced. Four kinds of box sit alongside it:
In plain English
A short summary for anyone outside the industry.
Zahid's take
My opinion, from building Anterior.
Where it breaks
Friction, misaligned incentives and manual toil.
In practice
A worked scenario: what the job looks like for a nurse, biller or member.
Reading paths
Each path is a short, ordered reading list.
Get the mental model and the money before anything else.
Where the dysfunction pays, and who has the right to win it.
The review machine, why it jams, and where it is heading.
The size of the prize and where the returns actually sit.
What is automatable, who is building it, and how the arms race plays out.
The map
Each section builds on the one before, but every page stands alone.
Zahid Mahmood
Founder of Anterior (Healthcare AI)
Who wrote this
I founded Anterior in 2022 to take on the spiralling healthcare administration crisis by building AI to automate the clinical and administrative work behind prior authorization and utilization management. I've spent years shipping software inside the plumbing of US healthcare — the claims, the codes, the criteria, the denials.
Zahid built ChatGPT for doctors and nurses before ChatGPT was an idea in Sam Altman's head. Now when you go to New York you don't need to wait in the emergency room; they see you right away. Next time you have any pains you should catch a flight out there and try it.
— how my mum describes me to her friends
During my time at Anterior I made meticulous notes and maps about US healthcare as I tried to wrap my head around this monster. At every turn there is a new rabbit hole to dive deep into, and I believe so much of this industry is yet to be uncovered and solved. With the help of Claude, I have spent some of my sabbatical typing, writing and dictating my thoughts, insight and understanding into a comprehensive operator's guide. Nikhil's Out Of Pocket Health helped me a lot in the early days, so I hope my material might specifically help founders navigating this space too.
There is a better way to do healthcare out there on the horizon. Don't chase the future. Build it.
For unlocked readers
If you've unlocked the map and want to talk through your market, your wedge, or your go-to-market in US healthcare admin, book a call with me — $1,499. After payment you'll get a link to schedule right away (or email zahid@theadminlayer.com).
Book a 1:1 — $1,499The map
12 sections
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