Ayman Ramadan - AI Agent Engineer | ContraWork by Ayman Ramadan
Ayman Ramadan

Ayman Ramadan

Healthcare AI & Automation Specialist

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Cover image for AI-Powered Hospital Incident Intake &
AI-Powered Hospital Incident Intake & Escalation Workflow An n8n workflow that automates hospital incident reporting — captures submissions from Google Forms, uses Groq AI to classify severity (Critical/High/Moderate/Low), logs to Google Sheets, and instantly alerts the safety manager for critical events. Built for healthcare quality & safety teams to eliminate manual triage and missed escalations.
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Cover image for Staff Compliance Tracker for Healthcare
Staff Compliance Tracker for Healthcare Teams Python-based healthcare compliance tracking project that monitors training, licensing, and vaccination status, then turns raw records into KPI dashboards, department summaries, and action-ready follow-up lists. 3 bullets: Tracked 200 staff records across multiple hospital departments using a structured compliance classification model. Generated executive KPIs, overdue requirement analysis, and department-level compliance summaries. Produced action-ready outputs including critical cases and overdue detail files for operational follow-up.
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Cover image for Hospital Incident Safety Dashboard
Python-based healthcare
Hospital Incident Safety Dashboard Python-based healthcare dashboard for analyzing incident trends, severity distribution, and high-risk hospital departments.
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