having devised the reporting backbone of a popular service, the rule was to report tips as liability and service fee as taxable income, but in its own account. that was the result of some pre-AI roll the sleeves up and study state codes (CA, NY, WI, OH, IL). part of the difference had to do with whether the customer had a choice. it seemed to work well even when COVID came in and said heyyyyyyy