What this demo proves
The app can take a screened public radiograph and synthetic note, send them through a model adapter, validate the returned worksheet schema, and render a safe dentist-review workflow.
WorkflowAdapterSchema validation
Explain-it Page
How to understand the Dental AI Demo Bench.
Use this page as the internal/client-safe explanation layer for Vince, dentists, and MSP sales conversations.
What this demo does not prove
It does not prove diagnostic accuracy, clinical reliability, insurance readiness, HIPAA compliance, or production safety. Those require licensed datasets, dentist review, audit logs, access control, and vendor/BAA review.
Not diagnosticNo PHINeeds clinical validation
Why the dentist stays in control
The model output is limited to documentation support, chairside questions, patient-friendly explanation drafts, and flags for dentist review. It never finalizes treatment or writes back to clinical systems.
Dentist decidesNo writebackAssistive only
Why compare cloud and local models
Cloud models are useful for fast quality baselines. Local or rented-GPU models help evaluate privacy posture, latency control, and future on-prem MSP packaging.
Cloud baselineLocal GPUMSP package
Client-ready talk track
Thirty-second explanation for Vince
This is a safe sales demo for dentist-reviewed AI assistance. It uses public demo images and synthetic notes, compares cloud and local model paths, and renders only review worksheets. It is not a diagnostic product yet. The next commercial step is a dentist-reviewed pilot workflow with compliance boundaries, audit logging, and production hosting decisions.
AI assistsDentist decidesCloud vs local stackClinical validation later