
MediLink Health
Category
Healthcare
Service
AI Engineering
Year
2025
Challenge
Needed to cut patient wait times without hiring more clinicians.
High volumes of symptom-intake forms and chat messages stalled triage; guidance was scattered across EMR notes, insurer policies, and clinical protocols. Required HIPAA-safe handling, zero-hallucination on care advice, auditable decisions, and p95 ≤ 800 ms with <2 hrs/week of client oversight.
Solution
Deployed an AI triage co-pilot with RAG over clinical guidelines and EMR snippets.
Built a feature store and retrieval over protocols/insurer rules; added function calls for eligibility, scheduling, and labs; shipped explainable risk scores, handoff summaries, and guardrails (scope disclaimers, escalation triggers). Rolled out via shadow testing → staged canaries with dashboards, audit logs, and red-team prompts.
Impact
42%
Triage Automation
28%
Wait Time
690 ms
Latency
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