What AI is best at
For most teams, AI is most useful when it helps summarize, classify, draft, search, or transform information. That is why the first wins often show up in content, operations, and support workflows.
What beginners should avoid
Do not start with a huge platform strategy. Start with one painful, repeated workflow and measure whether AI reduces time, friction, or inconsistency.
- Avoid buying multiple tools before a real workflow is defined
- Keep a human review step for external or high-stakes output
- Document the before-and-after process so the gain is visible
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