Efficiency as Obligation: When using AI starts to feel expected

AI used to feel optional.Now, in many workplaces, it feels responsible.In this episode of Decoded: AI for Everyone, we explore a subtle shift: what happens when using AI stops being a choice and starts becoming an expectation?If AI makes you faster, are you obligated to use it?If your colleagues are using it, can you afford not to?If your manager asks how you’re leveraging AI, what does that question really mean?From workplace pressure to “shadow AI", we unpack how productivity quietly becomes moral and how speed can start to shape culture before policy catches up.This isn’t about rejecting AI. It’s about recognising when efficiency turns into obligation and how to stay intentional in environments that reward output above all else.Resources & ToolsFor practical AI guides, prompt strategies, and comparisons to help you use AI intentionally, visit: https://PromptEngineeringCookbook.comExplore Joel’s writing on AI governance and “shadow AI”:https://joelrleslie.substack.comhttps://Strategen-AI.comLearn more about the show and Joel Leslie:https://JoelLeslie.com.auDecoded: AI for Everyone is a non-technical podcast exploring how AI is reshaping work, judgement, creativity, and trust, and how to live with it deliberately.