Zokforce
I test clinical voice AI before real users touch it — simulated clinic audio, bilingual test plans, honest defect reports.
clinsim converts de-identified clinical notes or case briefs into labeled multi-speaker audio — a repeatable clinical encounter for STT pipeline testing, with no PHI anywhere in the loop.
User-facing issues get triaged, reproduced and verified with senior engineers — structured defect tracking that turns individual bug reports into release confidence, across English and Cantonese test flows.
Test coverage without PHI: simulated encounter audio is synthesized from de-identified sources, so realism never costs confidentiality.
English and Cantonese encounter flows, plus the long tail of failure modes manual UAT alone can't reach.
Reproducible failure cases and documented verification — what release confidence is actually made of.