AI Engineering Squads Address Talent Constraints

AI adoption is increasingly constrained by talent availability rather than tooling or demand. This whitepaper explains how organizations shift from hiring individual AI specialists to building cross-functional “AI engineering squads” that combine expertise across models, data, integration, and infrastructure. It outlines the Build-Operate-Transfer model as a way to scale capability while retaining ownership and transparency. Technology leaders should evaluate how delivery models impact long-term capability, avoiding reliance on fragmented hiring or opaque outsourcing.