AI, Agents , LLM Development

AI agents can do more than answer questions. They can follow defined workflows, collect information, check outputs, guide learners through tasks and produce structured reports.

Surgigogy can help develop agents that:

• Review learner responses against a rubric

• Guide users through clinical or research processes

• Support reflective practice

• Generate formative feedback

• Help prepare research documents or training materials

• Simulate members of a clinical or research team

• Support quality assurance of educational content

We can develop AI-powered simulated patients and healthcare characters that allow learners to practise communication in a safe environment.

Potential uses include:

• Consent conversations

• Shared decision-making

• Trial recruitment discussions

• Explaining treatment options

• Breaking bad news

• History taking

• Genetic family history taking

• Medicines counselling

• Interprofessional communication

These simulations can include structured scoring, transcript review and feedback aligned to educational frameworks.

Large language models can support formative assessment when designed carefully. We can help create systems that analyse written, spoken or simulated performance and provide structured feedback.

This may include:

• Rubric-based feedback

• Communication analysis

• Transcript review

• OSCE-style formative feedback

• Reflective writing support

• Consultation skills feedback

• Identification of missed information or unsafe reasoning

Our approach keeps the focus on educational validity, transparency and learner development.