AI-assisted practical guide. Examples are hypothetical; proposed workflows are editorial suggestions.
Invented examples can explain a method clearly, but they need an identity that survives editing. Label them when they are created and keep that label with every table, chart, and excerpt derived from them. Otherwise a demonstration can gradually acquire the appearance of a real case study.
Track examples as examples
Use a field such as “fictional demonstration” in the working record. Avoid realistic personal details that add no instructional value. Keep synthetic figures separate from observed measurements, even when both use the same spreadsheet layout.
Follow a hypothetical number
Imagine a draft uses an invented count of 12 accepted reports out of 20 attempts to explain a calculation. The resulting 60 percent describes only that demonstration. If an editor later removes the example's introduction, the percentage can look like a measured success rate. The label therefore needs to accompany the result itself, not appear only in an earlier paragraph.
Apply the same review to screenshots and captions. A fictional organization name in a graphic should not become an implied customer testimonial.
Check the final evidence trail
Before publication, inspect every quantitative claim and named case. Identify whether it comes from a source, an actual observation, or an invented illustration. Rewrite ambiguous passages so readers can tell immediately. Synthetic examples remain useful when they teach a process; they become misleading when their invented status disappears from the published artifact.