We thank Simona Abis, Pat Akey (discussant), Hunt Allcott, Tania Babina, Nathan Blascak, Mark Eichorn, Emma Fletcher, Lewis Kirvan (discussant), Samuel Kruger (discussant), Kai Li, Markus Mobius, Jordan Nickerson, David Rothschild, Dave Schmidt, James Thomas (discussant), Andreanne Tremblay-Simard (discussant), Guillaume Vuillemey (discussant), Jonathan Wallen, Brett Wendling, Paul Witt, Con-stantine Yannelis, Xiaoyun Yu, and Anthony Lee Zhang for valuable comments as well as seminar and conference participants at the Chicago Conference on Empirical Finance, Chinese University of Hong Kong, CFPB Research Conference, Future of Financial Information Conference, Georgia Tech - Atlanta Fed House-hold Finance Conference, Goethe University, Household Finance Brownbag Series, IMF, Microsoft Research, NBER SI (Household Finance, Digital Economics and Artificial Intelligence), NFA, Peking University, Remin University, UBC Winter Finance Conference, University College London, UW-Madison Junior Finance Con-ference, and University of Innsbruck. Yile Chen, Rohan Joseph, Yiming Ma, Niels Wagner, and Andy Xin provided outstanding research assistance. The views expressed in this article are those of the author. They do not necessarily represent those of the Federal Trade Commission, any of its Commissioners, or the National Bureau of Economic Research. Bo Bian acknowledges financial support from the Social Sciences and Humanities Research Council of Canada (Grant Number: 430-2023-00553). We have nothing else to disclose. First Version: November 1, 2022.