At Handshake, I design life-science problems using real experimental images and data to test where frontier AI models struggle. I interpret biological evidence, write verifiable reference answers and scoring rubrics, and distinguish scientific reasoning failures from visual-perception errors.
At Mordor Intelligence LLP, I delivered commercial assessments and competitor benchmarking for pharma, biotech, MedTech, and diagnostics clients. My work contributed to 30% monthly revenue growth on a flagship pharma account and informed transaction and portfolio strategy decisions valued at €50M+. Earlier, at DelveInsight Business Research LLP, I built epidemiology-based market forecasts and led and mentored five junior research staff.

