The Build Vs. Buy Dilemma At The Heart Of Enterprise AI
CIO, Friday, July 17th, 2026
Enterprises must choose among embedded, platform, or composed AI depending on where data lives and who controls decisions.
Traditional enterprise software purchasing assumed a buy decision, but AI disrupts that model by forcing organizations to decide where their data lives and who controls AI decision-making.
Rather than a simple build-versus-buy choice, enterprises face three paths: embedded vendor AI, which is fastest but requires cloud migration; platform AI, which is flexible but vendor-dependent; and composed AI using third-party models, offering maximum control at the highest integration burden
Data sovereignty concerns, especially for regulated industries and firms protecting competitive IP, deserve separate architectural consideration from general cloud strategy.