Research & Academic Collaboration

Building the Evidence Layer for Tongue-Based Signal Research

We are establishing longitudinal research frameworks in collaboration with academic and clinical institutions—structured for reproducibility, significance, and clinical translation.

Inquire about research collaboration →

Our Research Posture

We take a deliberate, disciplined approach to evidence development—not rushing to claim clinical validity, but building toward it systematically.

Longitudinal Design

Focusing on change over time rather than single-point observations.

IRB-Ready Infrastructure

Data capture and consent flows designed for institutional review board requirements.

Collaborative Focus

We partner with investigators and institutions—not replace them.

Observational First

Building observational cohorts before interventional claims.

Current Research Domains

Signal stability and reproducibility in tongue image capture
Longitudinal signal correlation with self-reported lifestyle factors
Clinician utility studies in functional and preventive care settings
Educational efficacy studies in patient awareness and adherence
Exploratory correlation with validated biomarkers (IRB-dependent)

If you have a research interest that overlaps, we'd like to hear from you.

What We Provide to Research Partners

Platform access for participant scan collection
Structured signal output for analysis
Data export in research-compatible formats
Technical collaboration on study design
Optional co-authorship discussion on publishable work

Interested in Collaboration?

We are open to structured research partnerships with academic institutions and clinical organizations.

Join Clinical Founding Cohort