Multimodal Fusion.
One Patient Timeline.
Longevity AI's fusion engine connects every clinical data source your patients generate and aligns it into a single longitudinal biological record.
Three Streams, One Fusion Engine
Input data flows through a normalized pipeline into a patient-level fusion model that generates the biological profile.
Structured Clinical History at Full Depth
Most clinical AI reads the most recent visit note. Longevity AI ingests the full structured history: diagnoses, medications, procedures, referral outcomes, and specialist reports going back years.
- Connects to major EMR platforms without custom development
- Normalizes ICD and CPT codes across systems
- Preserves longitudinal record depth, not just recent entries
Chemistry Data Across Time, Not Just the Last Draw
A lipid panel in January and another in July tell different stories about metabolic aging trajectory. Longevity AI reads the sequence, the intervals, and the deltas, not just the most recent values.
- Ingests panel results from connected lab ordering systems
- Calculates inter-draw deltas and trajectory slopes
- Flags patterns that are only visible longitudinally
Continuous Biometric Streams, Clinically Contextualized
Consumer wearables generate more continuous health data than any lab panel, but without clinical context the signal is noise. Longevity AI frames wearable streams against the patient's full biological record.
- Ingests HRV, sleep architecture, activity, and SpO2 streams
- Correlates biometric trends with lab and EMR events
- Filters noise before surfacing clinically relevant patterns
A Structured Biological Profile, Not a Data Dump
The fusion engine produces a structured biological risk profile covering key aging domains. Each domain carries a risk score, a trajectory trend, and a confidence indicator based on data completeness. All outputs are clinical decision support for physician review, not autonomous conclusions.
- Biological age estimate with longitudinal trajectory
- Domain-level risk scores: metabolic, cardiovascular, inflammatory
- Physician-ready summary formatted for consultation use
See the Platform in Your Clinical Context
A 30-minute demo walks through how Longevity AI connects to your existing data sources and what the biological profile output looks like for a sample patient.