83% chance of HQ is just that - a chance of HQ. It is not guaranteed to HQ.

Get enough of them and odds are many more will be HQ than NQ, but there is no accumulation of chance. Each time you do the crafting, it is its own separate RNG call. So yes, you can “fail” at 99% and you can “succeed” at 1%.