Research collaboration

Study grounded retrieval where the knowledge is real.

We are inviting clinical, academic, and knowledge-source partners to help define, test, and independently evaluate the method.

External validation invited
01

Knowledge sources

Study a governed source.

Work with us to test structure-aware retrieval on a trusted medical knowledge base under clearly defined access, attribution, and publication terms.

  • Source-specific mapping
  • Defined data governance
  • Traceable research outputs
Discuss the research →
02

Clinical evaluation

Co-design a meaningful protocol.

Define representative questions, important failure modes, and review criteria with clinicians and domain researchers.

  • Clinically relevant scenarios
  • Transparent comparison criteria
  • Expert review
Discuss the research →
03

External validation

Test the method in a new setting.

Help evaluate whether the approach transfers across specialties, institutions, and changing source environments.

  • New clinical domains
  • Independent replication
  • Documented limitations
Discuss the research →