Providers & clinics

Preventive care, longevity medicine, screening programs

Enable proactive health management with personalized risk stratification and intervention planning.

Use cases

Preventive care programs

Identify at-risk patients before symptoms emerge. Prioritize interventions based on individual risk profiles.

Longevity & wellness clinics

Comprehensive health optimization with longitudinal tracking and personalized recommendations.

Screening program optimization

Risk-stratify screening candidates to improve yield and reduce unnecessary procedures.

Pharma & biotech

Patient stratification, endpoints, RWE, trial recruitment

Accelerate drug development with virtual twins for patient selection, endpoint prediction, and real-world evidence.

Use cases

Patient stratification

Identify responders vs non-responders before enrollment. Reduce trial failures through better patient selection.

Endpoint prediction

Model likely clinical outcomes to optimize trial design and identify surrogate endpoints.

Real-world evidence

Generate RWE from longitudinal patient data to support regulatory submissions and market access.

Payers & employers

Population health, cost containment, wellness programs

Manage population health risk and optimize care spending through predictive analytics.

Use cases

Population risk stratification

Segment member populations by risk level. Target high-cost members with preventive interventions.

Care management optimization

Personalize care management programs based on individual health trajectories and intervention response.

Corporate wellness programs

Employer-sponsored health programs with measurable outcomes and employee engagement.

Research institutions

Cohorts, longitudinal studies, collaboration

Build and analyze research cohorts with comprehensive data integration and collaboration tools.

Use cases

Cohort development

Recruit and manage research cohorts with multi-modal data collection and longitudinal follow-up.

Longitudinal studies

Track health trajectories over time with automated data capture and retention optimization.

Multi-site collaboration

Federated analysis across institutions while maintaining data governance and patient privacy.