Applicant Team to the OpenCV AI Competition 2021 from Porto (FEUP, FCUP, INESC TEC, CHUSJ) proposing to explore the potentiality of edge spatial AI as part of an exercise monitoring tool aimed at promoting risk-reduction and self-management, while engaging the user in an appropriate follow-up strategy.