AI-assisted practical guide. Examples are hypothetical; these are proposed editorial methods, not reported research results.
Generative AI often produces generic headings like Key Considerations or Next Steps that fail to describe the specific value of the text below them. To ensure your document is navigable and professional, you should require the AI to justify its heading choices based on the actual evidence found within the section. This approach prevents the AI from hallucinating a structure that does not match the written content.
Prompting for Evidence Based Headings
To achieve descriptive headings, suggest that the AI analyze the core argument or primary data point of a section before drafting the title. You might ask the AI to extract a one sentence summary of the section and then derive a heading from that summary. This forces the model to anchor the heading in the existing text rather than relying on a standard template. If the AI suggests a vague heading, ask it to provide a specific quote from the section that justifies that title. If it cannot find a direct link, suggest that it rewrite the heading to better reflect the actual substance of the paragraph.
Hypothetical example
Imagine a fictional workshop notice says, “Registration closes on Friday. Late requests go on a waiting list; a place is not guaranteed.” Ask the model: “Suggest a heading for this section using only its stated policy. Preserve the distinction between registration and the waiting list.” A suitable proposal is “Friday Registration Deadline and Late Waiting List.” “Everyone Can Join on Friday” would distort the notice. The editor checks the heading against the actual section, including its exception, before using it. The example avoids importing any real organization's policy.
Verifying Heading Accuracy
The final step involves a manual audit to ensure the heading acts as a reliable signpost. Read the heading and then skim the section to see if the promised information is delivered immediately. A common error occurs when an AI creates a broad heading for a section that only covers one narrow point. For instance, if a heading says Managing Hive Health but the text only discusses mite treatments, the heading is too broad. You should refine the heading to reflect the specific focus on mites. Your final check must confirm that a reader can understand the main point of the section by reading the heading alone without being misled by overly general terminology.