The financial services client’s transactions included variations in provider names (vendors, suppliers, and service providers). The user paying to the provider will often request clarification on the provider’s name to identify them, failing which the charges are disputed, incurring additional costs. It was not practical to ask all the tens and millions of providers to standardize their names and keep our client updated on future changes.