RESEARCH & INNOVATION
A learning system, rooted in dignity. Every consented encounter, a contribution. Every pattern, shared wisdom — without exposure.
Every compassionate encounter holds lessons that, in today's world, are lost the moment it ends. The wisdom of the nurse who knew just the right words. The pattern in which families found their footing. The quiet signal that predicted a crisis three days before it arrived. These lessons die in the chart, in the hallway, in the memory of a single clinician.
The future we are building treats every interaction — with explicit consent and unflinching privacy — as a contribution to a shared understanding of what compassionate care actually is. A research platform that does not extract, but invites. A learning system that grows wiser with every family it serves, and shares that wisdom with every family it has not yet met.
The Research Dashboard of the future is not a query tool. It is a partnership — between clinicians, researchers, individuals, and families — to ensure that the suffering of one is never wasted on the suffering of another.
Future Prototype · Research Dashboard
A learning system, rooted in dignity.
Every consented encounter, a contribution. Every pattern, shared wisdom — without exposure.
Consented Participants
1,247
All explicitly opted-in
Active Studies
4
All ethics-approved
Pattern Library
89
De-identified
Partner Institutions
7
Including regional partners
Active Studies
Compassionate Presence Patterns
Enrolling312 participants · Ethics review complete
Caregiver Burnout Early Signals
Active184 participants · Ethics review complete
Family Conversation Outcomes
Active421 participants · Ethics review complete
Warm Handoff Effectiveness
Analysis330 participants · Ethics review complete
Recent Pattern Discoveries
Families who prepare questions together report 34% lower anxiety post-appointment.
De-identified · Published openly
Caregivers shown COI check-ins at 72h sleep deficit seek help 2.3x more often.
De-identified · Published openly
Warm handoffs initiated within 4 minutes of distress signal have 89% completion rate.
De-identified · Published openly
People who converse with COI at 3 AM show reduced next-day crisis signals.
De-identified · Published openly
Future Publications & Initiatives
COI: A Vision Paper
Forthcoming · 2026
Open accessYear 1 Findings: Compassionate AI in Palliative Care
In preparation
Co-authoredResponsible AI in Palliative Care: Ethical Framework
Under review
With ethicistsCaregiver Voice: Learning from the Quiet Indicators
Planned · 2027
Consent-firstActive Research Threads
Gentle signals, rigorously observed.
Ambient low-frequency soundscapes
Validating whether quiet, low-frequency soundscapes — the Harmony Engine's night mixes — measurably support calm, restful nights for individuals living with anxiety or sundowning patterns.
Color telemetry validation
COI speaks in slow, clinically vetted color shifts rather than words. We are studying which hues and brightness levels people find calming at each time of day — and how color telemetry correlates with observed comfort.
Clinical Collaborations
Built with the communities we serve.
We are committed to building this future in deep partnership with regional health authorities and the communities they serve. This means co-design with the clinicians who will use it, the individuals and families who will live with it, and the ethicists who will hold it accountable.
Every collaboration will be declared openly. Every finding — positive or negative — will be published. This is not optional. It is the foundation of the trust this work requires.
If your institution would like to explore partnership, we would be honored to begin the conversation.
Responsible Artificial Intelligence
The discipline behind the vision.
Consent-first learning
Families decide what they share. Consent is ongoing, revocable, and honored within 24 hours of withdrawal.
De-identified pattern libraries
Wisdom without exposure. Patterns are extracted, validated, and shared — never the underlying stories.
Open collaboration
Research institutions, ethicists, and community members are invited into every stage of the work.
Transparent publication
Future research initiatives, findings, and limitations are published openly — including what did not work.