AI is useful when it reduces repetitive admin: summarising notes, drafting documentation, checking policies, formatting reports and turning messy information into structured output.
It is not a replacement for someone who understands the site, the users and the risks. Treat AI as a fast assistant, not a senior engineer.
Start with low risk workflows. Documentation cleanup, internal FAQs and meeting notes are usually safer starting points than customer data or security decisions.
The best AI projects are boring. That is not an insult. Boring tasks are where time gets saved.
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