AI Clinical Assistant for Health & Education
EdgeRed built a production-grade clinical AI assistant for an Australian healthcare organisation — designed to give practitioners instant access to accurate, governed clinical knowledge, in a regulated environment where the cost of a wrong answer is measured in patient safety.
The Challenge
An Australian health & education provider needed to bring AI into a highly regulated, high-stakes environment — where accuracy wasn’t a nice-to-have, and a hallucinated answer could have serious real-world consequences. Responsible AI wasn’t a compliance checkbox here — it was the product. Off-the-shelf LLMs weren’t good enough. They needed an AI that could be trusted, not just one that could answer.
What We Built
EdgeRed designed and built the product end-to-end — from architecture through to commercial launch. The result is a cloud-based AI clinical assistant combining LLM-powered search, Knowledge Graph retrieval and expert validation, delivering secure and contextually accurate responses grounded in vetted Australian clinical documents.
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Verified knowledge base
Smart clinical search grounded in verified Australian clinical documents — delivering accurate, explainable responses with traceable source attribution -
Knowledge Graph + RAG
Hybrid retrieval architecture combining Knowledge Graph reasoning and RAG to deliver semantic search with multi-hop contextual reasoning, reduced hallucination and traceable answer provenance -
Expert validation layer
Every AI response is reviewable and rateable by certified clinical experts — a human validation layer purpose-built for regulated environments where an incorrect answer carries real consequences -
Enterprise-grade security
Built to Australian data sovereignty requirements — all clinical data remains onshore, with PII masking and document whitelisting at the architecture level
Embedded Data & AI Partner
No in-house data or AI capability? EdgeRed becomes your outsourced team – building the foundations, delivering the insights, and uplifting your people along the way.
What that means in practice:
- Access diverse expertise across data engineering, analytics and AI
- 100% onshore delivery - every person on your project is based in Australia
- No need to hire, onboard or manage a team from scratch
- Structured handover when you're ready to build in-house capability
The Outcome
Launched commercially to tens of thousands of practitioners across Australia. EdgeRed delivered the full product lifecycle — from architecture and build through to commercial launch and structured handover to the client’s team. The engagement demonstrates what responsible AI delivery looks like in practice: hallucination minimisation by design, human oversight embedded in the architecture, and data sovereignty built in from day one.
