mohamad fazwan bin mohamad zainuddin@fazwanzainuddin

When someone calls the ER, they're rarely calm or organized. They're usually stressed, in pain, or trying to help someone who is. AIRA is a voice tool we built to handle that messy reality. It lets patients or caregivers simply explain what's going on in their own words. As they talk, AssemblyAI's Universal-3 Pro handles the real-time transcription. AIRA keeps track of what's already been said and only asks follow-up questions when something important is missing things like when the symptoms started, how severe they are, current medications, or allergies. The goal is to get the information staff need without forcing someone through a rigid checklist. The real bottleneck for ER staff isn't just taking the call. It's what happens after. Handing a nurse a massive raw transcript doesn't help much when they're already dealing with a busy emergency department. So, we use AssemblyAI's LeMUR to turn the conversation into a concise, structured triage brief. It appears on a staff dashboard, with every detail linked back to an exact timestamp. If a doctor needs to verify something, they can jump straight to that moment in the conversation instead of searching through an entire transcript. We also use AssemblyAI's Sentiment Analysis and Disfluency Detection to pick up on signs that a caller may be stressed, hesitant, or struggling to communicate. On the backend, JSON-Schema Tool Calling handles things like patient lookup and keeps the extracted information in consistent, structured fields. We were careful to make sure AIRA stays assistive. It doesn't diagnose the patient or make medical decisions. Staff review the generated brief, edit anything that needs correcting, request more information if necessary, and explicitly approve the case before it enters the clinical workflow.

🌎 Online Hackathon | 💻 Month-long challenge | Dates: Sep 1–30, 2026 | 🏆 $10,000 Prize Pool ($5k cash + $5k in AAI credits) A month-long online challenge run by lablab.ai together with AssemblyAI, the Voice AI infrastructure company for builders. Every participant builds on AssemblyAI. You can join at any point — registration stays open for the whole build window, so you can start on day one or pick the project up halfway through and still submit. 🌍 Fully online hackathon. Join and build from anywhere in the world.

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