"pay a random amount between 100$ and 500$, or always pay 500$, 9 out of 10 would opt for the latter"

Why so ? You are perhaps referring to a business's ability to project/forecast cashflows which is critical but even then, if the number is always going to be less than or equal to 500, I would rather choose the first option.