Architecture

From raw signal to preventative action.

A unified intelligence pipeline that ingests, harmonizes, predicts and orchestrates — at population and individual scale.

Sources

Ingest
  • Wearables (Apple, Garmin, Oura)
  • Claims & authorizations
  • Pharmacy & adherence
  • Lab & vitals
  • Environmental / AQI

Intelligence

AI Core
  • Risk prediction models
  • Behavioral nudge engine
  • Unified longitudinal record
  • Privacy-preserving compute

Activation

Orchestrate
  • Member app & nudges
  • Employer & payer dashboards
  • Care manager workflows
  • Gallivant Guide AI concierge
HL7 FHIR · DHA / Malaffi compatible
Edge inference · sub-200ms
UAE PDPL · ISO 27001 · HIPAA-equivalent

Predictive risk scoring

Gradient-boosted ensembles trained on 18M de-identified longitudinal records.

Generative care summaries

Care managers receive plain-language briefs with citations and confidence intervals.

Digital twin projections

Simulate 1- / 5- / 10-year health trajectories under different intervention bundles.