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Again: what money is attributable to each feature? Are subscriptions up 2% because of the new payment flow or because it's tax refund season? Are they down because of the new UI or because of tariffs? It's not realistic to tell them apart most of the time.




If you show X users old payment flow and X users new payment flow, then you can definitely try to draw reasonable conclusions



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