Technology
Physics-informed AI, grounded in real measurement.
Most medical AI is statistical pattern-matching on legacy data. Algocyte is built on the physics of the measurement itself, then constrained by causal biological models, so longitudinal interpretation stays aligned with clinical reality.
At a glance
The stack
Six layers, one signal.
Hardware-level measurement, physics-informed networks and causal biological models, engineered to work as one pipeline.
01
Multi-sensor measurement
Each cartridge is read by multiple sensors. Raw physical signals, not pre-processed indices, feed the model.
02
Physics-informed network
Neural networks are constrained by the physics of the sensor and the biology of the analyte, less data, better generalisation.
03
Causal biological model
A causal layer keeps interpretation consistent with what is biologically plausible across time and across patients.
04
Personal baseline
Each user's own time series defines their reference range. Drift is meaningful even within population norms.
05
Population context
Anonymised population datasets provide comparator distributions and signature priors.
06
Clinical workflow
Alerts support existing escalation paths, with EHR integration in development. The clinician stays in control.
Designed for the patient's home
Decentralised by design
Built for a system where the patient is at home.
The device, the model and the workflow all assume the patient is at home, not in a clinic, not in a lab.
- Connects to portable and wearable devices, with EHR integration in development
- Combines subjective & objective data: symptoms, lifestyle, immunology, history
- Actionable insights across the care continuum
- Structured clinical context with provenance
Privacy & governance.
UK GDPR
All personal data is processed under UK GDPR. Identifiable data is encrypted in transit and at rest, and never sold.
Anonymised research
Research datasets are anonymised before any model is trained. Re-identification is engineered to be infeasible.
Auditability
Every interpretation is traceable to the measurement that produced it and the model version that delivered it.
Built for purpose.
Hospital at home
Decentralized care pathways with clinically meaningful monitoring at home.
Learn moreOncology
Regular CBC monitoring at home, supporting earlier detection and treatment continuity.
Learn moreClozapine
Psychiatry monitoring without the trip to the clinic.
Learn moreFuture
Preventive, longevity and family health horizons.
Learn moreBuilt for everyone
in the room.
For you & your family
Personal health intelligence, in one place you control.
Learn moreProviders
NHS oncology programs and dashboards with EHR integration in development.
Learn morePayors
Outcome data for value-based contracts and lower acute spend.
Learn morePharma
Sponsor-supported oncology and decentralized trials.
Learn morePsychiatry
Clozapine monitoring in the community.
Learn moreBring regular immune monitoring to your patients.
Book a 20-minute briefing with our clinical team to see Algocyte in action.