Adapt, integrate, and validate quantum and quantum‑enhanced machine learning methods for molecular and chemical client use-cases. Build end-to-end ML pipelines, select molecular representations, integrate with PASQAL QPUs and simulators, collaborate with R&D and chemistry experts, and produce reproducible code, documentation, and benchmarks.