Adwords Ad rank Formula says,
Ad Rank = Max. CPC Bid x Quality Score. (Higher is Better)
People want high quality score so that they pay minimum to stay at the desired position. Also, most advertisers have propensity to bid as low as possible. However, bidding too low not only limits exposure of your ads, they also deteriorate your Quality Score Value. Read More on