Clarity pass: Identify sentences with more than one plausible antecedent; do not rewrite them yet.
11 AI Editing Workflow Examples
Use these examples to study structure, specificity, tone, and variation. They are demonstrations—not claims about a real person or organization unless the example itself makes that explicit.
What to notice in the examples
A reliable workflow separates diagnosis from rewriting, gives the model a narrow task and context, checks every suggested change against the original purpose, and independently verifies any factual or source-related output.
- Start with a defined editing goal rather than “make this better.”
- Ask for diagnosis before accepting rewritten text.
- Protect voice by specifying what should not change.
- Verify names, dates, quotations, citations, claims, and technical details independently.
- Keep the original draft so changes can be compared and reversed.
Structure pass: Summarize the job of each paragraph in five words and flag paragraphs with overlapping jobs.
Conciseness pass: Find repeated information and show the earlier and later instances side by side.
Tone pass: Mark phrases that sound more certain than the evidence supports.
Voice pass: Suggest three alternatives that preserve the sentence length and level of formality.
Consistency pass: List names, dates, capitalization choices, and terminology that vary across the document.
Evidence pass: Flag factual claims that appear to require verification; do not invent sources.
Final pass: Compare revised and original paragraphs and list any meaning that changed, even subtly.
An AI editing pass is safer when it is asked to flag unclear sentences and explain why, while the writer chooses revisions, rather than accepting a full rewrite that may alter meaning or voice.
A useful AI edit can flag where pronouns have ambiguous antecedents while leaving the writer to choose the replacement, preserving both meaning and voice.
Prompt: Identify sentences where the request is unclear or unnecessarily indirect. Explain the issue and offer two revisions that preserve the writer’s factual meaning and conversational tone.
Keep the underlying decision or pattern, then replace the subject, evidence, relationship, constraints, and tone with details that belong to your situation. If your final line still works after swapping only one noun, it may be too close to the example.