Clinical validity
Does the practice reflect the realities of clinical work? We focus on credible client personas and feedback that licensed supervisors can meaningfully evaluate.

We partner with university counseling programs on clinical design and evaluation. The goal is useful training—not technology for its own sake.
Clinical relevance comes first.
Evaluation is part of the work.
Does the practice reflect the realities of clinical work? We focus on credible client personas and feedback that licensed supervisors can meaningfully evaluate.
Clinical training should reflect the people who seek care. We explore variation in language, culture, lived experience, and client presentation.
High-stakes conversations deserve careful preparation. We focus on realistic opportunities to practice risk assessment and the clinical reasoning behind it.
Geography should not define access to strong clinical preparation. We explore how AI-assisted practice can support programs and care settings in rural communities.
University and community partners help shape what we build and how we evaluate it.
We want clinical educators and licensed supervisors involved in the design of scenarios, the review of AI-generated feedback, and the evaluation of training usefulness. Their expertise keeps the work grounded in the realities of care.
We welcome conversations about clinical design, evaluation, and responsible access to practice.
Let’s advance clinical training with university and community partners.