The guy said medium/high regular speed so that's why I'm very puzzled! Ultra + Fast will absolutely slurp up your whole usage quickly but I've never found it gives substantially better results so I stick to extra high.
Besides the usual tricks to optimize token efficiency, token use can be highly workload-dependent.