What may be shaping it
PI helps surface the likely causes behind the result or concern you care about.
For one changing case
Making Sense of ONE.
PI helps turn mixed information about one person or one case into one clearer explanation.
PI tries to understand what may be shaping the current picture, not just what happens at the same time. It helps show what changed, what may matter most, what may be worth working on first if action is justified, what to watch, and where caution is the right answer.
Health-first
Current lead vertical
Staged workflow
Early hypotheses, refined candidates, and confirmed findings stay separate
Selected next focus
What may matter most, what to watch, and whether action is justified
Many signals
Wearables, events, labs, context
One clearer picture
What changed, what may be shaping it, and what needs attention
Clear limits
What PI can say and what it cannot
ONE
Not a black box
A clearer way to understand one changing case
What PI Helps You See
PI helps answer the questions people actually ask.
PI is designed for cases where the picture is mixed and the obvious answer is missing. It helps explain what may be shaping the result, what may be helping or hurting, what deserves attention, and where to stay cautious.
What may be helping or hurting
PI helps distinguish factors that may be pushing things in a harmful direction from those that may be helping protect the target.
What may be linked together
PI can show where several influences may be connected in a chain instead of acting alone.
What may matter most
PI can highlight weak points, less obvious levers, and what deserves focus first so teams do not chase random changes.
Current focus
PI Health is where PI is strongest today.
Right now, PI is best understood as a health-first layer that helps partners, pilot teams, and researchers make better sense of complex cases.
- Works across different kinds of health data
- Keeps explanation separate from selected governed action
- Stays clear about limits and overclaiming
- Fits best inside clinician or health-platform workflows
Readiness posture
Ready now
- Partner and pilot conversations
- Research and translational use
- Individualization sub-layer inside existing products
Not claimed
- Autonomous clinical guidance
- Finished public medical product
- Unbounded black-box decisioning
Who this is for
Who PI is for.
Investors
Understand what PI is, where it is strongest today, and why its causal foundation is differentiated.
Partners
See where PI fits inside health, workflow, monitoring, or review tools.
Clinicians
See how PI can help with review and interpretation without pretending to replace judgement.
Researchers
Explore PI as a way to study what may be shaping outcomes across people without losing the individual story.
Evidence direction
Built on real work, not just ideas.
PI’s current story comes from real health work and real system building, not just a generic model pitch.
Evidence from the McPhases cohort
PI was evaluated on the McPhases Women’s Health dataset across real participant histories, with staged reasoning, continuity-aware rollups, and a cohort-level evidence map.
Read the evidence briefEvidence from a MIMIC-based cohort
PI was also applied to a deidentified inpatient cohort, where it organized 37 usable Stage 3 cases across infection, renal, respiratory, metabolic, and hemodynamic pressure.
Read the evidence briefMore than a dashboard
Wearable-centered work has shown how PI can go beyond simple daily summaries and look at how signals connect.
Clear answers with clear limits
PI is designed to explain what it sees and where it should stop short of saying more.
Next step
Start with a short briefing.
The best first conversation is usually a short overview of what PI is, where it is strongest today, and where it could fit.