Participants of this lecture will be guided through the motivations and challenges of developing AI-assisted tools for characterization and prediction of hard-to-heal wounds trajectories. Firstly, two different cohorts from Region Halland and Netherlands will be introduced. Secondly, AI-driven methods for subtyping groups of patient trajectories will be presented and discussed. The presentation ends with examples of AI-assisted applications for documentation of hard-to-heal wounds.