Before and After: AI Lab Builders Cut Write-Ups to 20 Minutes
Every lab write-up used to take her about two hours. Now it takes about 20 minutes, and most of that is her reading the draft and making it hers.
This is the story of a practitioner I recently built AI lab builders for. She's a functional nutritionist in Canada who works with women dealing with mold, environmental toxins, gut issues and hormones. I'm keeping her name private, but I want to show you what changed, because I think a lot of you will see yourself in her before.
Before: two hours per report, eight different labs
Her clients don't come in with one simple lab. They come in with a mycotoxin panel, a GI stool test, bloodwork, a DUTCH, an HTMA, and sometimes more. Each one has its own layout, its own units and its own way of being read.
She reads every lab page by page in a very specific order. On her mycotoxin panel, she goes mold toxins first, then environmental chemicals, then metals, then organic acids last. On her stool test, she goes from pathogens all the way through to the good bacteria. She uses her own optimal ranges for bloodwork, not the standard ones on the lab printout.
All of that lived in her head, her cheat sheets and years of training. So every report meant starting from a blank page, translating her thinking into plain words her client could understand, formatting it, and double checking it. About two hours each, for every lab, for every client.
She loved the clinical work. The writing was what was wearing her down.
What I built for her
She picked eight builders, one for each lab she runs plus her protocols:
GI stool test (it reads two different stool tests she uses)
Bloodwork
Bloodwork over time
Full mycotoxin panel
EndoInsight hormone panel
DUTCH
HTMA
Protocol Builder
A page from one of her bloodwork reports, shown with a made-up client and her logo removed.
Each one was built around how she actually works, not a generic template. A few things that made the biggest difference for her:
It reads the lab in her order. The report follows the same flow she uses in her head, so it feels like hers from the first line.
It uses her ranges and her units. Her optimal bloodwork ranges, in the Canadian units her clients see on their labs.
It catches the borderline numbers. She wanted a "keep an eye on" tier for results that are close to the edge, so nothing quietly slips through. She still decides which ones to talk about.
Findings and protocol stay separate. Her reports explain what's going on. Her supplements go on their own protocol page with how, why and timing, plus her rule to keep medications two hours away from supplements.
It looks like her brand. Her colors, her logo and a clean, warm design she told me she loves.
Before she got anything final, I sent her sample reports built on made-up client data. We edited them together until they read exactly the way she wanted.
After: about 20 minutes, and it still sounds like her
Now she removes her client's name and details, uploads the lab, and gets a full first draft in her own voice and brand. She reads it, adjusts what she wants, and sends it. What used to take about two hours now takes less than 20 minutes.
She's still the practitioner. Every clinical decision is still hers. The difference is she isn't starting from a blank page anymore, and every client gets the same polished, easy to read report no matter how busy her week is.
Why this matters for your practice
Lab write-ups are one of the most valuable things you give your clients, and one of the most draining things you do. When the writing is handled, you get to spend your energy where it counts: on the thinking, the client calls and the care.
If you run a lot of labs, the time adds up fast. And if you run several different labs, you know how much mental switching it takes to go from a stool test to a hormone panel to bloodwork in the same afternoon.
Want a lab builder made for your labs?
This is exactly what I do. I build each Custom AI Lab Builder around your labs, your ranges, your sample write-ups and your brand, and it lives in your own Claude account. You get a sample report first, we edit it until it's right, and then you're ready to go. Each builder is $197.
Curious how a builder works in the first place? Read How to Use AI to Write Your Lab Reports.
Questions practitioners ask me
Do I have to use the same labs she uses?
No. I can build for almost any lab you run, as long as you have the lab, your reference ranges and a few sample write-ups.
Can I get just one builder?
Yes. Lots of practitioners start with the one lab they write up the most, then add more later.
Will it make clinical decisions for me?
No. It writes the first draft. You review everything and you make every clinical call.
What about client privacy?
You remove names, birth dates and anything else that identifies your client before you upload a lab, and you keep your official records in your practice management system.
