Oroscan

Founding member and co-developer

Oroscan is an early oral-screening prototype that introduced me to clinical-context constraints, careful claims, and the difference between a compelling demo and validated healthcare technology.

Grayscale editorial interpretation of an early oral-screening capture and review workflow
A generated workflow study for portfolio context. It does not depict a validated clinical device, diagnosis, or efficacy claim.

What needed to change

Screening workflows need to be understandable, testable, and careful about uncertainty. A health-tech prototype must communicate what it can support without presenting an experimental result as a diagnosis.

What I personally did

I contributed as a founding member and co-developer, working on early product and prototype thinking. The most important lesson was not to overstate what a prototype proves, especially when the context is healthcare.

How the system works

  1. 01An early screening-oriented workflow rather than a public diagnostic claim.
  2. 02Product thinking around image capture, review, and clinical context.
  3. 03Testing conversations used to identify workflow and communication constraints.

The product judgment

  • Describe the work as a prototype and avoid clinical efficacy language.
  • Separate technical possibility from medical validation.
  • Treat hospital-context feedback as a learning signal, not certification.

What exists now

  • Experience designing more carefully around risk, uncertainty, and sensitive claims.
  • A prototype direction connected to oral-screening workflows.
  • A clearer standard for how health-tech work should be presented publicly.

Proof and claim boundaries

Public links are attached directly. Private records are identified but never exposed through the site.

Private proof

Founding member and co-developer of the Oroscan prototype.

Project documentation held privately
Private proof

The Oroscan prototype was explored in a hospital-testing context; no clinical efficacy claim is made.

Testing documentation held privately