The work combines hands-on hospital-based medical expertise with structured chart review, clinical data interpretation, documentation quality assessment, and research-driven evaluation to help improve the accuracy, consistency, and reliability of advanced AI systems supporting clinical documentation and decision-making workflows. We are sharing a specialised remote consulting opportunity for experienced US-based Inpatient Care Physicians (MD/DO) with deep expertise in hospital medicine, patient assessment, clinical diagnosis, and inpatient medical decision-making to contribute their professional knowledge to advanced AI training and evaluation initiatives.