Multi-year trend
Here are 5 years of thyroid panels. Show TSH, fT4, fT3 trends and antibody levels. Flag any meaningful drift.
AI for thyroid lab interpretation
TSH alone is a postcard. The full thyroid picture is a story — AI helps you read it.
What we’re actually working with
Thyroid panels include TSH, free T4, free T3, reverse T3, TPO and Tg antibodies. Most clinics test TSH alone.
Why doing this without a method fails
Single TSH readings hide pattern. Symptoms, season, stress, and medication timing all shift the picture.
The 3-Layer treatment
How the method handles thyroid
Layer 01
Research
Have sourced AI explain each marker, the population vs optimal range debate, and the limits of TSH-only testing.
Layer 02
Ledger
Build a multi-year personal thyroid ledger across markers, symptoms, medication doses, and lifestyle.
Layer 03
Protocol
When dose or formulation changes, retest at the right interval and let AI compare cleanly.
Three prompts you can use today
Paste any of these into the AI chat tool you already use. No setup.
Symptom-marker map
I've pasted weekly symptom scores for the last 6 months alongside my last 3 labs. Are my symptoms tracking with any marker?
Doctor brief
Build a 1-page brief on my thyroid history for my endocrinologist, including current symptoms, dose history, and the specific questions I want answered.
Common questions
Can AI manage my thyroid medication?+
No — that's your endocrinologist's job. AI gives you better data to bring.
Should I get a full panel?+
Most people benefit from at least TSH + fT4 + fT3 + antibodies. The course explains why.
Is reverse T3 useful?+
Contested. The course covers the literature and the limits.
More on thyroid
Everything we’ve published that touches this topic — refreshed automatically as new entries ship.
From the blog
What ChatGPT is good and bad at for mental health support — an honest framework.
An honest framework for using ChatGPT for mental health support: what it is genuinely good at, where it is dangerous, and a four-line script to keep a thread safe. Not therapy. Not nothing.
Three free chat tools, three different jobs
Perplexity for research, Gemini for ledger, ChatGPT for protocol. Why we picked these three, what each is uniquely good at, and what to swap if any of them changes.
The research was never proportionally about women. The apps inherited the gap.
Women's health was historically under-researched, and the apps inherited the gap. Here is the four-line daily note, the four-cycle read-back, and the one paragraph that finally moves a GP visit past “cycles vary.”
The 60-year-old mum who got healthy without any of the apps.
For mums fifty and over, the bottleneck is not data — it is the cost of producing it. Four honest lines a week, read by a practitioner, beat any app stack you cannot sustain.
AI for health, without another app
Why the right way to use AI for health is to skip the dedicated app and learn the method instead. The architecture, the limits, and the free way to start.
Skincare on a 12-week clock
Real skin change happens in months, not days. Use AI to keep a 12-week skin ledger of photos, ingredients, and notes — and finally tell signal from feed.
Case studies
The evening note that quieted a thyroid
A 41-year-old administrator stopped chasing energy and started observing it.
Computer Vision Unlocks Deeper Nutrient Insights
A practitioner refines dietary recommendations by leveraging image analysis to quantify food intake with greater precision.
Enhanced Nutritional Insight for Individual Wellness
An individual leverages automated data flows to refine dietary choices and improve well-being.
Automated Health Data Flow for a Busy Executive
A streamlined system for health data collection and analysis improved decision-making for a demanding schedule.
Activity Trend Recognition for Personalized Energy Management
An individual leverages automated data synthesis and pattern identification to inform daily routine adjustments for sustained energy.
AI as a Mirror: Illuminating the Shape of Daily Habits for Better Sleep
A continuous glucose sensor and a reasoning chat tool revealed a 41-year-old’s specific sleep disruptors.
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Start with 10 free days.
The free 10-day email challenge teaches the same method on whatever data you already collect. No credit card.