Research · Our approach

Grounded in care. Guided by evidence.

We partner with university counseling programs on clinical design and evaluation. The goal is useful training—not technology for its own sake.

Our focus areas

The questions
worth asking.

Clinical relevance comes first.
Evaluation is part of the work.

01

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.

02

Multicultural range

Clinical training should reflect the people who seek care. We explore variation in language, culture, lived experience, and client presentation.

03

Suicide-risk training

High-stakes conversations deserve careful preparation. We focus on realistic opportunities to practice risk assessment and the clinical reasoning behind it.

04

Rural reach

Geography should not define access to strong clinical preparation. We explore how AI-assisted practice can support programs and care settings in rural communities.

Built in partnership

Clinical expertise.
A shared learning process.

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.

Better practice. Better prepared.

Build the evidence with us.

Let’s advance clinical training with university and community partners.

Explore a research partnership