How AI-Native Engineering Changes Partner Selection

AI-native engineering can shift partner selection from buying additional development capacity toward acquiring capabilities the internal engineering system cannot reliably provide. As buyers integrate AI agents, internal platforms, automated testing, architecture rules and governance into delivery, partners may need to contribute specialised expertise, integration, verification and clearly owned responsibility. Selection should therefore assess engineering-system fit, governance, context, assurance and commercial alignment. For technology leaders, the key question becomes what distinctive contribution should remain external.