Healthcare AI Product Leader
Transforming patient care through AI/ML innovation. $156M portfolio value. Clinical credibility from 5+ years at UCSF—learning healthcare from the frontlines, not theory.
Gave doctors 7-10 minutes back per visit through redesigned EHR workflows at Sutter Health
5+ years at UCSF learning healthcare from the frontlines—managing 15,000+ annual visits, working skeleton crews at 3 AM
Now leading AI product development at Danaher, turning complex business problems into shipped AI-powered products
Led global microbiology informatics portfolio serving 2,000+ clinical labs worldwide. Delivered FDA-compliant solutions 2 months ahead of deadline to meet cybersecurity compliance mandate, protecting critical government sales. Exceeded revenue targets and enabled competitive wins.
saved per visit
Stepped into product ownership of CM-SHARE app during a transition. Gave doctors back 7-10 minutes per visit with color-coded critical data for focused patient conversations.
clearance enabled
Closed critical DHF gap that enabled FDA clearance. Initiative cascaded across organization for successful submissions.
From clinical operations to global product portfolios—proven results across the healthcare value chain
How did I get here? Three companies. Three portfolio jumps. One consistent pattern.
Led Clinical Transformation
Influenced Product Roadmap
Led Global Portfolio
Leading AI Product Development
Product leadership isn't about your title. It's about becoming the voice that shapes strategy, the vision that others rally behind.
Leadership means seeing what's next. For healthcare, that's AI.
GPT competitive intelligence tool
Campaign automation at SAME SF
Predicting antimicrobial resistance
I moved from using AI for strategy to building AI products at enterprise scale. I built a GPT-powered tool that turned my competitor research from weeks to 48 hours, demonstrating practical AI value that colleagues adopted. Outside of work, I built an automation system for SAME SF (Society of American Military Engineers San Francisco) that cut campaign cycles by 60%. Across both, the focus is the same: applying AI to compress timelines and free up expert time.
These successes prepared me for healthcare's hardest problems. At Beckman Coulter, I explored AI/ML applications in rapid diagnostics and genomics to predict antimicrobial resistance patterns, translating complex ML concepts into actionable product requirements. When infection spreads by the hour, these projects aimed to support empiric therapy decisions and strengthen antimicrobial stewardship programs through data-driven insights.
Technology is the future of healthcare, and AI has matured to the point where it's ready for practical application. I cannot hold that belief and not act on it.
Now at Danaher, I'm scaling this expertise to enterprise AI product development. I own the end-to-end product lifecycle from discovery through launch, turning complex business problems into shipped AI-powered products with quantifiable productivity gains. I'm building technical depth in LLMs, retrieval-augmented generation (RAG), multi-agent orchestration, and MLOps while delivering production-ready AI features across Danaher's life sciences and diagnostics portfolio.
See my hands-on AI implementations including a production RAG system powering this portfolio, an interactive embedding visualizer, and more in the AI Lab.
Explore AI Lab & Projects →How I build products that work in healthcare.
5+ years at UCSF taught me healthcare workflows from the inside. I build products doctors actually use because I understand their reality, not just their requirements.
Example: At Sutter Health, this insight helped me save doctors 7-10 minutes per visit with color-coded critical data for focused patient conversations.
I align cross-functional teams and deliver FDA-compliant solutions on aggressive timelines. I turn regulatory compliance into competitive advantage.
Example: At Beckman Coulter, I aligned 15+ stakeholders across R&D, regulatory, and commercial teams to deliver cybersecurity solutions 2 months early, protecting significant DoD revenue and exceeding annual targets.
11+ years across diagnostics, digital pathology, and healthcare systems
Product management, AI/ML, regulatory compliance, and cross-functional leadership
From medicine to AI-powered healthcare technology - why I build tools that give time back
Clinical validation from colleagues who've witnessed the journey
“Madina is a respected technical leader known for her integrity, responsiveness, and team engagement. Her roadmap thinking and software expertise are key assets, and she's viewed as a go-to resource across multiple functions. She continues to grow by clearly communicating her ownership of product development and ensuring alignment with customer needs through VOC and cross-functional collaboration. Her ability to leverage AI for innovation helps her move from trusted teammate to strategic leader within the organization.”
Recommendations from LinkedIn Profile