AWS and Azure stress on spending limits you can set for each card... in their documentation !
Some gen AI and ML folks seem to see a way out to make things without reading any doc or scientific literature. Gen AI is a pretty clever bit of computing, but not witchcraft yet
That is false for AWS. There are no spending limits that stop usage and cost after some threshold.