The challenge
What needed to change
Clinicians were switching between fragmented systems to build a complete picture. The team needed to reduce administrative time without hiding uncertainty or weakening clinical oversight.

Human-in-the-loop AI that organises clinical context and speeds safe triage decisions.
Project snapshot

2.4× faster initial triage
38% less administrative handling
100% human-reviewed outputs
The challenge
Clinicians were switching between fragmented systems to build a complete picture. The team needed to reduce administrative time without hiding uncertainty or weakening clinical oversight.
The solution
We prototyped the workflow with clinicians, designed explicit evidence and confidence states, and built an evaluation-led AI layer with mandatory human review for every recommendation.
What we built
Services used
Technology stack


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