The client, a Fortune 500 spirits conglomerate, faced inefficiencies in their secondary sales incentive and payout processes, resulting in increased dealer complaints about delayed payouts which in turn caused lower depletion (secondary sales). Extensive time and resources were spent on data validation from diverse sources, causing a significant impact on product movement which led to stock outs at end retailers.