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We strip away the jargon and show how to use AI as an assist that lifts productivity, trust, and measurable outcomes. From data readiness to culture, governance to first use cases, we focus on steps that turn hype into results.
- Clear definition of AI and human‑in‑the‑loop
- Where AI adds value across knowledge work
- Culture over tech as the main blocker
- Data readiness and training data basics
- Governance to reduce shadow AI risks
- Leaders modelling tools and setting objectives
- Selecting first three use cases aligned to KPIs
- Measuring adherence to AI recommendations
- Balancing efficiency vs productivity for trust and ROI
- Practical rollout: owners, feedback loops, training
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