Some leading banks, such as Bank of America, Chase, Citibank and Wells Fargo cover debit ATM PIN losses, but most others cover only fraud at the checkout counter or online sales, not at the ATM. A quality skimmer runs in the $5,000 to $8,000 range, SecurityCurve's Kelley said.