NodusConnect provides expert physicians who stress-test medical AI systems, identify clinical reasoning failures, and deliver structured validation reports before deployment.Our network includes physicians trained at institutions such as Stanford, Cornell, Mayo Clinic Universities and other leading academic centers in US and Europe.
Most medical AI systems are evaluated by general clinicians or internal teams.But the most dangerous failures occur in subspecialty reasoning.These failures may appear in areas such as:
• surgical decision making
• complex diagnostic pathways
• treatment selection and escalation
• multidisciplinary care scenarios
• rare or atypical clinical presentations
NodusConnect provides access to physicians across multiple specialties who can test these systems using real clinical reasoning.
AI STRESS TESTING
Physicians run adversarial clinical cases to identify reasoning failures in AI systems.SUBSPECIALTY REVIEW
Experts in neurosurgery, oncology,
cardiology, radiology and critical care evaluate model outputs.CLINICAL VALIDATION REPORTS
Clients receive structured documentation of risks, reasoning errors and improvement recommendations.
1. MODEL SUBMISSION
You provide prompts, API access,
or product workflows.2. PHYSICIAN ASSIGNMENT
We match subspecialty physicians
to the clinical domain.3. ADVERSARIAL TESTING
Experts run challenging clinical
scenarios against the model.4. SAFETY REPORT
You receive structured documentation
of reasoning failures and risks.
Early partners can request a two-week physician evaluation of their AI system.Deliverables include:• adversarial clinical prompts
• subspecialty physician testing
• reasoning failure analysis
• structured validation report