What do you answer when you are asked how long it will take you to find the cause of a bug that no one has idea why is happening?

Say maximum time and no guarantees. Under promise and over deliver

Leave it with me.

Sometimes bugs take time to massage out, recreating the offending input and output and seeing where it falls apart and understanding how to correct it without breaking something else can take seconds, hours, or even days.