Improving Software Deployment UX for AI/ML-Driven Platforms
Keywords: SaaS, AI/ML, Mixed Methods, Product Strategy
Across industries, technologies, and organizations, my work focuses on understanding people, improving systems, and creating clarity that drives better outcomes.
Research that uncovers needs, behaviors, motivations, and challenges to help teams design more effective experiences.
Keywords: SaaS, AI/ML, Mixed Methods, Product Strategy
Keywords: ALPR, Usability Testing, Workflow Evaluation, Device UX
Keywords: Mental Models, Trust, GTM Workflows, Foundational Research
Research that examines workflows, processes, and organizational complexity to identify opportunities for improvement.
Research that helps teams align around evidence, make decisions, and move forward with confidence.