A biological operating system that maps patient state to treatment response from blood.
A fixed biological coordinate system that converts gene expression into measurable treatment outcomes.
Blood → biological coordinates
Biological position influences response probability
Response becomes measurable
A single blood sample contains structured biological information.
By mapping this data into our fixed coordinate space, we identify exactly which patients will respond to treatment before the trial begins.
Patients form consistent structure across independent datasets
Each point represents a patient in biological space
Higher alignment → higher response
Patients ranked by biological alignment show increasing response rates
Evaluated across independent cohorts using a fixed biological representation.
Treatment outcomes improve as we move from observation to intervention:
41 cohorts · multiple diseases
All cohorts show improvement with consistent effect size
A fixed biological coordinate system.
No retraining.
No dataset-specific tuning.
The same structure explains response across diseases.
Evaluation is performed on submitted datasets using a fixed biological system.
Detailed validation results are shared with qualified partners upon request.