How to Edit an AI-Assisted Draft Before Publishing

Short answer

Start with the reader's task. Check factual claims against primary sources or a reproducible test, label opinions and illustrations, and remove experience you cannot support. Then edit sentences, headings, links, and examples. A smooth voice or a high style score cannot prove that the article is accurate, original, or written by a particular person.

Keep accurate authorship and AI-assistance disclosures with the finished page. Making a draft useful does not require a claim that it can pass an AI detector.

Six editing passes

1. Name the task: State what the reader will calculate, compare, fix, or decide. Cut an opening that delays that task.
2. Check the facts: Open the primary source, record the check date, and note what it supports or leaves uncertain.
3. Show a usable example: Include the input and result. Label an invented illustration and keep test conditions with a measured result.
4. Read or listen aloud: Look for repeated openings, missing words, and sentences that crowd several instructions together.
5. Use mechanical checks: Review style warnings, reading estimates, broken links, and page layout. Investigate a warning before accepting a suggested rewrite.
6. Remove empty paragraphs: Keep the detail that helps someone use this page. Delete a paragraph if it adds no fact, example, limit, or next step.

A style score cannot check the evidence

Source: Stop Slop's rules and scoring guide

Stop Slop asks a reviewer to rate directness, rhythm, trust, authenticity, and density from 1 to 10. Its total is a subjective writing assessment out of 50. The authenticity category asks how the prose sounds. It does not identify who wrote it.

Access Free Tools also has automated wording and structure checks. Those checks can flag known phrases or long sentences, but they do not perform the same judgment as a person reading the article. Neither kind of score verifies a source, an experiment, or an original observation. Check those separately, even if the draft receives 50 out of 50.

Replace a broad benefit with an instruction

Consider this illustrative tool description: “Browser text to speech provides a practical way to create audio.” It names a category but leaves the reader without a step to try.

A more useful instruction is: “Paste your draft into the text box and choose a voice. Generate the audio, then listen for repeated openings and crowded sentences.” You can follow that sequence in the Text to Speech MP3 Generator. Allow time for the model download on a first run. Loading speed depends on the device, connection, model, and cache.

Use an exact loading time only when you have the run record and its conditions. A precise number without those details adds confidence the evidence has not earned. If no record is available, describe the limitation without inventing a test or a personal scene.

Check a long sentence with the actual tool

Paste this example into the Reading Level Checker: “Paste your draft into the text box and choose a voice before you generate the audio so you can listen for repeated openings and crowded sentences.”

The checker counts 26 words in that sentence and flags 1 sentence over 20 words. The revised instruction in the previous section has 22 words across 2 sentences, with 11 words in each. It produces no sentence-over-20 flag and separates setup from listening.

That is a clue to review the instruction, rather than proof that the shorter version is right for every reader. The tool estimates English syllables for its reading scores. Names, abbreviations, numbers, and mixed-language passages can distort those estimates. Keep a needed technical term and explain it instead of chasing the lowest grade.

Listen, then check the page structure

A speech voice can make repeated sentence openings or a missing word easier to notice. It cannot judge whether the facts are true. Listen to the awkward passage, edit it, and compare the meaning with the original before accepting the change.

Source: W3C writing guidance

W3C recommends descriptive headings, meaningful link text, and clear, concise content. Use actual heading elements, such as h2 and h3, in a logical hierarchy. Making text large or bold alone does not give assistive technology a heading it can use for navigation. Check the published page's structure as well as the words in the editor.

Use repeated words to review the subject

The Keyword Extractor counts repeated words and short phrases after removing common words. Use the list to spot accidental repetition or a product name that dominates a draft about something else. Filtering can join words that were not adjacent in the original, so check a phrase against the draft before quoting it.

These counts do not measure search demand or predict a ranking. Write for the task first. Google's guidance allows useful AI-assisted research and structure, while warning that generating many pages without added value may violate its scaled-content spam policy. It also calls for factual review of generated text, titles, descriptions, and structured data.

Sources: Google's generative AI content guidanceand people-first content guidance

Do not use a detector score as authorship proof

Source: the 2023 study of GPT-detector bias

The researchers tested several detectors on native and non-native English writing samples in 2023. They found that the tested detectors often misclassified non-native English writing as AI-generated. That finding applies to the study's samples and detectors. It does not establish how every current detector performs.

A detector percentage cannot replace evidence of authorship. Keep draft history, sources, and relevant test records. Avoid adding deliberate mistakes or promising an “undetectable” rewrite. Those promises do not tell a reader whether the article is useful or true.

Review the final copy and its disclosures

• Can the reader follow the example without opening another page?
• Do measured results include their inputs and test conditions?
• Does each important claim have a source that supports that wording?
• Are opinions, illustrations, and uncertainty clear?
• Do the title, summary, and structured data match the visible article?
• Do links describe their destinations and headings convey the page structure?
• Does the page accurately explain authorship, ownership, and AI assistance?

If pasted text contains an unexpected invisible character, inspect the affected text and its meaning before removing it. That is a text-formatting check. It gives no reason to strip image provenance, copyright information, attribution, or AI disclosures.

Start with one paragraph and keep its meaning intact while editing it. Use theReading Level Checker and itsreading-level guide to find a sentence worth reviewing, then decide whether the change helps the reader finish the task.