Open the black box
Walk through how the platform turns an uploaded medical history into a clinician-ready longevity profile — every line traceable to cited clinical evidence.
- Structured sections
- 7
- Parsed from one uploaded history
- Longevity domains
- 5
- Objectives + tracked markers
- Safety flag surfaced
- 1
- G6PD medication/exposure risk
- Unsupported claims
- 0
- Every statement traceable to source
An anonymized case, step by step
A real longevity profile, de-identified. Expand each step to see what the system works with — from raw upload to safety flags and cited evidence.
The profile it generates
Not a chat transcript — a clinician-ready, medical-grade document. Here is the full case rendered as the exported profile a physician receives.
Everything below is reproduced in the downloadable report — the same medical-grade PDF export a clinician receives, fully de-identified.
Download sample report (PDF)Integrative Medicine AI
Medical History & Longevity Optimization Profile
- Patient
- Sample Patient
- Age
- 47 years
- Focus
- Longevity & healthspan optimization
- Prepared
- Prepared May 2026
1 · Clinical snapshot
- Primary goal: optimize healthspan, longevity, function, and prevention rather than treat an active illness.
- No reported chronic medical illness, prior surgery, or hospitalization.
- Known G6PD deficiency should remain visible in the medical chart.
- No known drug, food, environmental, or latex allergies reported.
2 · Medical history
General health
Reported: Healthy adult by report.
Chart note: Longevity-focused preventive care.
G6PD deficiency
Reported: Known history of glucose-6-phosphate dehydrogenase deficiency.
Chart note: Medication and exposure flag; not an allergy.
Cardiovascular / metabolic
Reported: No known history reported.
Chart note: No known coronary disease, stroke, heart failure, hypertension, diabetes, thyroid disease, or metabolic disorder reported.
Cancer
Reported: No known history reported.
Chart note: No malignancy history reported.
Pulmonary / renal / hepatic / neurologic
Reported: No known history reported.
Chart note: No chronic lung, kidney, liver, seizure, stroke, or neurodegenerative disorder reported.
Autoimmune / inflammatory
Reported: No known history reported.
Chart note: No autoimmune diagnosis reported.
3 · Surgical history, allergies & medications
4 · Safety flag
G6PD deficiency
Medication / exposure flag — not an allergy
G6PD deficiency is not an allergy, but it can matter when selecting medications or evaluating symptoms such as sudden fatigue, jaundice, dark urine, pallor, shortness of breath, or unexplained anemia. The patient should tell clinicians, dentists, urgent-care clinicians, and pharmacists about G6PD deficiency before starting new medications. Medication-avoidance lists and severity interpretation should be confirmed by a licensed clinician.
5 · Family, social & lifestyle history
Family history
Not provided.
Suggested at visit: Document premature cardiovascular disease, diabetes, cancer, dementia, autoimmune disease, kidney disease, and inherited blood/enzyme disorders.
Nutrition / exercise
Not specified.
Suggested at visit: Track dietary pattern, protein, fiber, aerobic fitness, strength, mobility, balance, injury history, and recovery.
Sleep / stress
Not specified.
Suggested at visit: Track sleep duration, consistency, snoring, daytime sleepiness, chronic stress load, and recovery practices.
Substances / exposures
Not specified.
Suggested at visit: Document tobacco/nicotine, alcohol, cannabis/recreational substances, occupational exposures, and environmental exposures if relevant.
6 · Longevity optimization framework
Cardiometabolic
Reduce long-term cardiovascular and metabolic risk.
Track: Blood pressure, body composition, lipid profile, glucose markers, liver/kidney markers; ApoB/Lp(a) if appropriate.
Cancer prevention
Stay current on age-appropriate screening.
Track: Colorectal screening, skin exam, oral/dental care, and sex-specific screening as appropriate.
Brain & sleep health
Preserve cognition, mood, sleep quality, and vascular brain health.
Track: Sleep, hearing/vision, exercise, mood, cognitive baseline if clinically useful.
Musculoskeletal
Maintain strength, mobility, bone health, and injury resilience.
Track: Resistance training, mobility, balance, pain/injury review, and bone-health risk review.
Medication & supplement safety
Avoid preventable interactions and G6PD-relevant risks.
Track: Maintain a reconciled list of prescriptions, OTC drugs, supplements, hormones, peptides, and nootropics.
7 · Active problem list & summary
- 1G6PD deficiency — known chart flag; no complications reported in this history.
- 2No chronic illness reported — healthy adult, longevity-focused.
Sample, de-identified. A real profile generated by the platform with the patient name and all direct identifiers removed.
How evidence scoring works
Every claim carries an evidence tier and a quality score from 0 to 1. Higher-tier evidence is weighted more heavily during retrieval and reasoning; claims below threshold are suppressed before they ever reach the clinician.
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