Cloud1

Healthcare research | Applied AI

AI-Assisted Applications for Physician-Led Movement Research

Cloud1 delivered three research applications supporting physician-led experiments, including real-time facial and full-body asymmetry detection.

Physician-led research workflow

Therapy experiment

Focused workflow

Facial asymmetry

Live AI detection

Body posture

Live AI detection

Therapy AI Review
A project-specific diagram showing three applications supporting therapy experiments, facial asymmetry detection, and full-body posture detection with doctor review.

Context

Doctors needed purpose-built applications for experimental workflows related to rehabilitation medication therapy for Parkinson's patients, facial asymmetry, and full-body posture asymmetry.

Challenge

Each experiment needed a focused application. Two of the applications also required live AI-assisted detection while remaining clearly positioned as research tools rather than autonomous diagnostic systems.

Project interfaces

Privacy-redacted facial asymmetry research interface with a synthetic mannequin and landmark overlay
Facial asymmetry observation interface with live landmark analysis.
Privacy-redacted posture research interface with a synthetic mannequin and body landmark overlay
Posture observation interface with live landmark and asymmetry analysis.

What Cloud1 did

  • Built a focused application for a physician-led rehabilitation medication therapy experiment involving Parkinson's patients.
  • Built a second application for live AI-assisted facial asymmetry detection.
  • Built a third application for live AI-assisted full-body posture asymmetry detection.
  • Kept the product scope and language aligned with doctor-led experimentation and human interpretation.

Outcome

  • Delivered three working applications for physician-led experimental workflows.
  • Enabled real-time AI-assisted observation in the facial and full-body asymmetry applications.
  • Kept public claims limited to delivered functionality; no diagnostic or medical efficacy claims are made.

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