Major Revision at Management Science. Presented at MSOM SIG Service Track (Montreal, Canada) June 2023, Chinese University of Hongkong - Shenzhen School of Management and Economics Seminar (virtual) Apr 2023, University of Washington Industrial & Systems Engineering seminar (Seattle) Jan 2023, Boston University Center for Information & Systems Engineering seminar (Boston) Jan 2023, AIML Conference (Harvard) Dec 2022, INFORMS (Indianapolis) Oct 2022, Revenue Management and Pricing (virtual) June 2022, Market Innovation Workshop (virtual) May 2022 (poster).