AI is not an IT project. It is a business change, and managers must be in the center, supported by HR, IT and Legal. Instead of waiting for a top‑down strategy and endless steering committees, give your managers permission and tools to run fast, low‑risk AI experiments in their own processes. The goal is not perfect ROI decks, but building energy, learning and success stories that change mindset. Here are six practical bottom-up steps for managers: Step 1 – Pain Define a concrete pain: what doesn’t work, where is the waste (time, waiting, rework, lack of skills) and who are the key stakeholders. Step 2 – Dream With a “magic wand” mindset, imagine the ideal future and ask: how could AI help – from creating documents and summaries to guiding problem solving end‑to‑end. Step 3 – Benefit Clarify the expected benefit: time saved, cost reduction, fewer mistakes, more clarity, less boring work and more positive energy. Step 4 – Try Expose managers to tools (internal and external) and run a short, structured trial after 1–2 days of learning. Step 5 – Test Check if existing company tools are enough or if a new solution is needed. Keep or kill ideas based on real value, not perfection. Step 6 – Expand Scale what works and move quickly to the next problem, building a continuous improvement habit around AI. This is a process you can run localy. No need to have consultancy firms.
**What HR and enablement should do?**
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Create a safe playground where managers can experiment with AI, build simple agents and learn with minimal friction.
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Robin, our AI-powered mentor, runs 6 steps workshop with teams - from pain point to agents. Do not miss it! Bottom-up process. Easy to use.
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Partner with IT and Legal early so they are enablers, not bottlenecks. **Which practical steps do you take in your company to implement AI bottom-up?**