Purpose
Use this lesson to decide what must be removed before using an AI tool. The aim is to produce work that a colleague can review and act on, not merely text that sounds convincing.
Lesson Explanation
Scenario: An employee wants AI help summarizing a document containing customer addresses and contract prices.
Better instruction: Create a safe workflow: remove personal identifiers and confidential prices, replace them with placeholders, summarize only the approved text, and have a manager review the output before sharing.
Before prompting, classify the information: public, internal, confidential, or personal. Minimize data, anonymize where possible, follow your organization’s approved tools and policies, and keep a human accountable for disclosure decisions. Addresses and prices are removed or replaced before the approved text is summarized.
Work in a short cycle: provide the relevant input, state the result and limits, inspect the draft against the acceptance criteria, then revise the instruction when a requirement is missing. Keep the final human decision with the person responsible for the work.
Practice Questions
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What is the main work outcome in “Privacy, Confidentiality, and Sensitive Inputs”?
View Answer
decide what must be removed before using an AI tool.
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Why is this request incomplete: An employee wants AI help summarizing a document containing customer addresses and contract prices.
View Answer
It leaves important decisions to guesswork. The lesson shows how to supply the missing purpose, context, boundary, or format.
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Which instruction makes the request operational: Create a safe workflow: remove personal identifiers and confidential prices, replace them with placeholders, summarize only the approved text, and have a manager review the output before sharing.
View Answer
It defines a concrete result that can be checked instead of asking for a vague response.
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What principle should guide your prompt for this lesson?
View Answer
Before prompting, classify the information: public, internal, confidential, or personal. Minimize data, anonymize where possible, follow your organization’s approved tools and policies, and keep a human accountable for disclosure decisions.
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What would count as an acceptable result here?
View Answer
Addresses and prices are removed or replaced before the approved text is summarized.
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Name one detail you would verify before using an AI result for “Privacy, Confidentiality, and Sensitive Inputs”.
View Answer
Verify the source facts, inputs, numbers, names, dates, policy limits, or assumptions that affect the real decision.
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What should you add if the result is polished but not usable for the scenario in this lesson?
View Answer
Add the missing acceptance criteria or output structure, then regenerate and compare against the stated requirement.
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Which is safer: asking for a general answer or stating the business context in this lesson? Why?
View Answer
State the business context because it reduces irrelevant guesses and lets the AI tailor the work to the actual situation.
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How would you test the output from “Privacy, Confidentiality, and Sensitive Inputs” before sharing it?
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Check it against the requested facts, format, limits, and acceptance criteria; then have the appropriate human reviewer approve it.
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What should the AI do when a required fact is missing in this scenario?
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Flag the missing fact or ask a focused question rather than silently inventing an answer.
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What risk does the lesson warn about for “Privacy, Confidentiality, and Sensitive Inputs”?
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Treating fluent output as automatically correct, complete, approved, or fit for real-world use.
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Write the shortest useful improvement to the weak request in this lesson.
View Answer
Create a safe workflow: remove personal identifiers and confidential prices, replace them with placeholders, summarize only the approved text, and have a manager review the output before sharing.