The AI Essentials Toolkit is most effective with new Umbraco projects and relaunches because the AI features are considered from the start and integrated cleanly. But existing Umbraco projects also benefit: those working on a current Umbraco version can selectively retrofit the essential AI features instead of having to assemble them laboriously themselves.
In both cases, our basic principle applies: AI as a controlled assistant, not an uncontrollable automation. Your team retains control over content and brand – routine tasks are increasingly handled by AI.