When Not to Use Generative AI at Work
Privacy and confidential material
Do not paste customer data, unpublished financials, private HR notes, or access credentials into consumer AI tools. If your organization offers an approved workspace with data controls, use that instead—and still minimize what you share.
When in doubt, describe the problem in abstract terms without identifiers.
Originality and attribution
AI drafts can echo public text. For public articles, reports, or academic work, treat generated prose as scaffolding. Rewrite in your voice, cite real sources you opened yourself, and never invent quotations.
Illustrative figures are fine when labeled as examples; do not present made-up statistics as measured results.
Accountability stays human
If a recommendation reaches a client or reader, a person owns it. Use AI to explore options, then apply domain judgment. High-stakes decisions—legal, medical, safety, large purchases—need qualified review beyond a chat window.
Speed is useful. Unowned speed is expensive.
Build a short team policy: allowed tools, banned data classes, and who reviews external content. Policies beat improvisation when something goes wrong.
Keep going
Teams that win with AI usually write their playbooks down. Keep a shared note of approved tools, banned data types, and who reviews customer-facing text. When a new model launches, pilot it on one noncritical workflow for two weeks before expanding.
Measure usefulness in hours saved or errors avoided, not in novelty. If a tool adds review burden larger than the draft it produces, retire it. Revisit the stack quarterly the same way you revisit vendor contracts.
Finally, separate exploration time from delivery time. Friday afternoons can be for trying new prompts; Monday mornings should use the library of patterns that already work. That split keeps curiosity alive without turning every deadline into an experiment.
Revisit this advice in a week and adjust one habit only. Sustainable improvement comes from small loops of action and reflection, not from overhauling your entire life overnight. Write the next step where you will see it.
Revisit this advice in a week and adjust one habit only. Sustainable improvement comes from small loops of action and reflection, not from overhauling your entire life overnight. Write the next step where you will see it.
Revisit this advice in a week and adjust one habit only. Sustainable improvement comes from small loops of action and reflection, not from overhauling your entire life overnight. Write the next step where you will see it.
