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Internal feedback from our customer-facing teams (e.g., Sales, CSM, and Valuation Services) revealed key inefficiencies, leaving financial professionals frustrated with irrelevant suggestions and the time-consuming task of manually searching for relevant peers with a growing distrust in the platform’s reliability."}],["$","$L5",null,{"className":"mt-8","width":1018,"height":599,"alt":"Peers Selection Screenshot","src":"/images/project/screenshot-peers-selection-1.png"}],["$","h3",null,{"className":"text-mid text-2xl font-medium mt-14","children":"Solution"}],["$","p",null,{"className":" mt-4","children":"The original peer selection flow dropped users into a pre-filled table of suggestions — many of which were irrelevant. This led to frustration and unnecessary cleanup, as users had to delete poor matches before they could begin."}],["$","p",null,{"className":" mt-4","children":"We flipped that experience. 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