Experience

8+ years building and scaling AI/ML systems across healthcare, adtech, and SaaS — from hands-on engineering to technical leadership.

• Designed a Notion CRM (star-schema) centralizing all customer data for the Solution Engineering team; integrated with Jira, GitHub, Google Workspace, and Slack
• Built AI agents (Gemini, Dify, Notion AI) and N8N automation pipelines — delivering 10–30× productivity gains and cutting post-meeting processing time by 75%
• Now leading GTM Ops: planning and building internal AI & automation tooling, mapping workflows, and driving adoption across GTM teams

• Built a vertical SaaS studio focused on sustainable long-term partnerships; products include Swiftbrief, Maid of Speeches, Tube Transcripts, and Eulogy Generator
• Led AI & automation discovery workshops that translated into follow-up projects and ongoing business partnerships
• Now serves as advisor for strategic and AI topics, including AI solutions for the real estate sector

• Acquired Swiftbrief via Niche Mates; led prompt engineering to improve LLM output performance and consistency
• Integrated extensive SEO data into prompt flows and LLM components into the React web app
• Conducted market analysis, domain research, and user research

• Architected continuous training pipeline using Azure, GitLab CI, and Terraform — cut time-to-market 50–60% while ensuring GDPR compliance
• Migrated model serving to MLflow + KServe; accelerated deployments 5× via CI standardization
• Built LLM + RAG system for a virtual assistant on sensitive company data; led cross-functional teams via OKRs

• Operationalized ML PoCs for production across 3 major healthcare client projects on Azure + Kubernetes
• Designed ML backend web services and data models for medical data integration
• Managed stakeholders and presented project milestones to C-Suite executives

• Built a recommendation engine to optimize ad spend and reduce budget misallocation
• Maintained ETL pipelines for continuous model training using Apache Airflow and Hadoop
• Developed Jupyter Notebook UI plugins, speeding up custom model development 2–3×; mentored junior data scientists