Avelios Medical offers unusually broad entry points for students and early-career candidates across engineering, product, operations, and clinical-facing work. The main limit is outcomes data: public evidence is mixed, with some positive learning signals and some caution flags around workload and organisational pressure, plus limited early-career progression proof.