If a revision replaces documented cases with fictional teaching scenarios, update the metadata to describe the examples accurately. Review claims about real results, interviews, and observed experience across the title, description, and introductory material. Preserve the book's educational value without presenting invented events as evidence that something actually happened.
Identify what changed in the examples
List the passages that moved from documented accounts to constructed scenarios. Record whether each replacement is entirely invented, adapted from several sources, or a simplified illustration of a concept. Those distinctions affect how the manuscript should explain the material and how the description should characterize it.
For a guide to organizing community events, a former interview-based account might become a fictional committee facing a scheduling problem. The new scenario can still support discussion. It no longer supports a claim that the book reports that committee's actual experience or demonstrates the results of a real event.
Find documentary language outside the chapters
Search the title, subtitle, description, introduction, and closing material for references to real cases, observed outcomes, interviews, or lessons from named participants. Read each statement in context. Some may remain accurate because other documented material survives, while others may depend on the examples that were replaced.
Do not update only the label above the new scenario. A broad description can continue to sell the book as a collection of real experiences even when the individual chapters now use fictional exercises. Reconcile the overall reader promise with the final mix of material.

Separate illustration from evidence
A constructed example can show how a method might be applied. It does not establish that the method produced the fictional result in the real world. Check whether the description turns a teaching scenario into evidence of effectiveness or presents an invented outcome as an observed success.
Revise those statements at the level of meaning, not just vocabulary. Replacing the word real with practical may leave the same implication intact if the surrounding sentence still describes actual results. Explain what the reader will analyze or practice rather than claiming that the scenario proves a result occurred.
Keep the educational purpose visible
Describe the work the scenarios support: comparing choices, identifying a missing assumption, or practicing a planning method. These are useful features when the manuscript actually supplies the necessary instruction and discussion. Fictional examples do not need inflated documentary authority to serve a clear teaching purpose.
Check the exercises and commentary attached to each scenario. If the revision removed source-based analysis, determine whether the new discussion still fits the intended reader level. The metadata should describe the actual learning experience, including any shift from reported experience to guided interpretation.

Review the remaining mixture accurately
Some books retain both documented cases and invented scenarios. Explain that mixture where it materially affects expectations, and preserve the distinction within the manuscript. Avoid a universal claim that every example belongs to one category when the final selection does not support it.
Use current KDP metadata and content guidance as the references for accurate representation and publisher responsibility. Keep origin records for generated material separately from the question of whether an example is factual. A human can invent a scenario, and an AI-generated draft can discuss source-based material; those are different dimensions of the review.
Approve the positioning against the final selection
Compare the revised metadata with the final contents and representative examples. Ask a reviewer what they believe the book contains after reading the description. If they still expect documentary accounts where the book supplies invented situations, clarify the promise before release.
Save the decision with the edition and example inventory it covers. A later revision may restore documented material or replace additional cases, so the classification should remain maintainable. The finished positioning should explain the book's genuine instructional contribution while keeping the relationship between examples and real events understandable to prospective readers.
Frequently asked questions
Clear answers for this publishing decision.
Are fictional scenarios unsuitable for nonfiction guides?
They can be useful teaching material when their nature and purpose are clear. The problem is presenting invented situations as documentary evidence or observed outcomes that the book cannot support.
Does changing a chapter label fix the description?
Not necessarily. Review the wider promise, including claims about interviews, real results, and participant experience. The title and description must agree with the final selection of examples.
Is factual status the same as AI-content status?
No. Record whether an example is invented or documented separately from how its text was created. Both distinctions can matter to the review, but one does not determine the other.
What should the title, subtitle, description, and keywords look like before I upload?
Check the mechanical limits first, then make sure title, subtitle, categories, and description describe the same book for the same reader; a keyword is useful when it matches how that reader searches, not because it is popular.
Draft the listing fields in a book project