AI-Powered Diagnostics
Our Technology
Seeing what medicine
has never been able to see before.
The human body broadcasts signals years before disease appears. Our AI pipeline captures them — translating invisible patterns into early warnings that change outcomes.
25+
Specialized AI models
1,000+
Data points per screening
100%
Physician reviewed
Years
Earlier than symptoms
Why This Matters
Medicine waits for symptoms.
We don't.
The body signals disease years before symptoms appear — subtle changes in gait, speech, cardiac response, and sleep architecture that accumulate silently. AI reads them. We act on them.
Pattern recognition at a scale beyond human perception means disease trajectory can be identified years, sometimes decades, before a diagnosis would otherwise be possible.
🧠
Dementia & Parkinson's
Neurodegenerative biomarkers detectable 10–15 years before clinical diagnosis via voice, gait, facial, and eye movement analysis.
❤️
Cardiovascular Risk
Echo AI trained on over a million videos. ECG models built on tens of millions of recordings. Cardiac dysfunction identified years before events.
😴
Sleep as a Diagnostic
One overnight recording screens for 130+ disease and mortality risk factors — analyzed by AI trained on 585,000 hours of sleep data.
Diagnostic Modalities
Specialized models.
Every domain.
Purpose-built clinical AI for each data type we capture — not one model doing everything, but specialists in every domain.
🎬
Video & Movement
3D gait analysis from a single video. Joint angles, stride, and symmetry reveal early Parkinson's, stroke, and musculoskeletal decline.
Movement Disorders
🗣️
Voice & Speech
Acoustic and linguistic AI detects vocabulary, cadence, and word-finding changes. AUC 0.988 for mild cognitive impairment.
Neurocognitive
👁️
Facial & Eye Tracking
468 3D facial landmarks in real time. Eye-tracking AI detects Alzheimer's-associated saccade patterns. AUC 0.91.
Dementia · Neurological
🫀
Cardiac Imaging & ECG
Echo AI performs 39 tasks across all cardiac views. ECG models trained on tens of millions of recordings flag arrhythmias across 150 categories.
Cardiovascular
👁️🗨️
Retinal Imaging
Retinal AI identifies retinopathy, macular degeneration, and glaucoma — plus systemic signals including cardiovascular risk and early dementia.
Systemic Risk
😴
Sleep Architecture
AI trained on 585,000 hours of sleep. Staging, apnea detection, and risk prediction for 130+ disease outcomes from one overnight recording.
Sleep · Longevity
🫁
Cardiopulmonary Exercise
VO2 max with AI ventilatory threshold detection. Cardiorespiratory fitness is among the strongest independent predictors of all-cause mortality.
Fitness · Mortality Risk
🦴
Body Composition & Imaging
DEXA-derived bone density, lean mass, and visceral fat — combined with carotid ultrasound and aortic calcification screening.
Metabolic · Skeletal
📈
Continuous Vital Signs
Blood pressure, pulse, and oxygen saturation trajectories analyzed jointly by AI for deterioration patterns single-point measurements miss.
Vital Trends
The Pipeline
Raw data to
physician-signed report.
Every screening follows the same path — nothing summarized before it's measured, nothing reported before it's reviewed.
1
High-dimensional capture
Full-resolution imaging, uncompressed waveforms, raw video and audio — maximum fidelity at every step.
2
Domain-specific AI analysis
Each data type routes to its purpose-built model. Echo AI. Gait models. Polysomnography AI. Specialists in every domain.
3
Multimodal synthesis
A medical language model cross-references findings across all body systems and drafts a comprehensive narrative report.
4
Physician review & signature
AI is the instrument. The physician is the author.
5
Your Longevity Report Card
Complete, portable, and yours — share with your care team and use as a baseline over time.
🔒 Privacy-First
All AI models run locally on fully HIPAA compliant hardware and software.
Open-Source Foundation
Every model is drawn from peer-reviewed literature — Nature, JAMA, and leading journals. We deploy what the science validates.
Built to Evolve
Data stored at maximum fidelity can be reanalyzed as better models emerge. Your screening gains value over time.
Data Architecture
Captured once.
Analyzed forever.
Compressed data is a dead end for AI. A number, a binary result, a simplified report — static, unreanalyzable, unable to benefit from future models.
We capture everything in its native form. Full waveforms. Full-resolution video. Complete imaging files.
As AI science advances, every patient's raw data can be run through new models — extracting insights that didn't exist at the time of collection. Screenings gain value over time.

Colorado Longevity Observatory
From individual patients
to population intelligence.
🏔️ Boulder, Colorado · 5,430 ft · Front Range & Mountain Communities
Most of what determines health happens outside the clinic. The clinic is a sliver — census data, death records, environmental exposures, social determinants, and family history account for far more of the disease picture than any office visit ever captures.
The Colorado Longevity Observatory connects them. Every patient screening generates clinically-derived biological data that is geolocated and linked to census, mortality, environmental, social, and family datasets — building a living world model that grows more predictive with every data point added.
The result is the most comprehensive disease and death prediction engine ever built at the population level: causal, geographic, biological, and continuously updated. Colorado's dramatic altitude gradients, wildfire patterns, and urban-mountain contrasts make it an ideal proving ground before expanding state by state.
🗂️ World-Scale Data Fusion
Census, mortality, environmental, social, family, and clinical data — unified in a single geolocated model. No other platform connects all of these simultaneously.
📍 Geolocated Clinical Truth
Every screening produces biological ground truth tagged to its precise geographic context — linking what the body shows to where and how that person lives.
📊 Disease & Death Prediction
Risk scores identifying which communities will generate catastrophic claims in five years — enabling payers, employers, and agencies to act before disease accumulates.
🌍 Multi-State Expansion
Each state adds its own environmental, demographic, and clinical variables — the Colorado model becomes a replicable nationwide playbook.
The Horizon
The field is moving.
We're moving with it.
New AI foundation models are published monthly. Capabilities that didn't exist two years ago are now peer-reviewed clinical tools.
Because we store everything at maximum fidelity, every new model can be applied retroactively to existing patient data. A screening done today yields new insights when a superior model is deployed tomorrow.
