Jeanmarie John Mathews led a comprehensive documentation revamp for the Giskard-AI/giskard-hub repository, focusing on improving user onboarding and self-service. Using Markdown and technical writing skills, Jeanmarie expanded the documentation with new sections, an updated quickstart, a glossary, and detailed end-to-end guides covering dataset creation, annotation, evaluation, and continuous red teaming. The work clarified workflows and best practices, directly reducing support needs and shortening the time-to-first-value for new users. This documentation overhaul aligned with product goals to support ongoing evaluation workflows, demonstrating depth in content strategy and cross-functional collaboration, though no major bugs were addressed during this period.