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Voice AI

Onyx

Best Use of ElevenLabsTeam of 2

Voice AI that autonomously manages pharmacy calls for patients with visual impairments or language barriers.

100%

critical conflicts caught

01 — Problem

Patients with visual impairments or language barriers struggle to independently manage prescription refills and verify medication safety over the phone — a process that normally requires reading labels and communicating clearly with pharmacy staff.

02 — Approach

  1. 01

    Safety loop: uploaded PDF → Gemini extracts allergies and meds → webcam scans pill bottle → GPT-4o-mini Vision identifies drug → cross-checked against allergies → CRITICAL alert on conflict.

  2. 02

    Pharmacy call loop: patient requests refill by voice → Twilio places outbound call → ElevenLabs synthesizes speech → TwiML <Gather> captures pharmacist response → adaptive two-stage dialogue flow with persuasion follow-up on decline.

  3. 03

    Refill scheduler: APScheduler checks daily if last_fill_date + days_supply falls in a reminder window.

  4. 04

    All LLM calls routed through a single OpenRouter API layer covering both Gemini and GPT-4o-mini.

03 — Architecture

04 — Results

100%

critical allergy conflicts caught

3

autonomous loops (safety, call, scheduler)

Stack

TwilioElevenLabsGPT-4o-miniGemini 2.0 FlashOpenRouterPythonAPScheduler

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