Begin with a quick skills inventory using real tasks like creating a bot rule or mapping a data field. Group people by comfort level, not job title. Tailor learning paths so achievers advance quickly while beginners receive supportive practice without embarrassment or hidden expectations.
Replace marathon workshops with ten-minute videos, guided labs, and paired shadowing on live cases. Each module ends with a small deliverable saved in a shared folder. This builds a visible portfolio of capability and gives managers proof of progress, not just attendance checkboxes and certificates.
Schedule recurring office hours where specialists troubleshoot issues and celebrate wins. Encourage peer demos at standups so lessons circulate quickly. Create a simple mentorship rota so knowledge compounds across weeks, turning early adopters into multipliers who reduce support tickets and strengthen operational resilience without costly consultants.
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