Successful generative AI (gen AI) implementation hinges on a critical and fundamental decision that many organizations overlook: selecting the right foundation models (FMs) for their unique business challenges. Every organization has diverse needs requiring specific AI capabilities—what works perfectly for one use case may be imperfect or impractical for another due to cost-benefit tradeoffs, operational inefficiencies, or misalignment with business outcomes.