AI loves to “polish” by making everything average. Good polishing prompts target specific weaknesses (passive voice, AI clichés, jargon, dead adverbs) without flattening the author’s voice.
Who this is for
Solo writers using AI as an editor, content teams running final passes, marketing leads tightening drafts before publish, copy editors automating mechanical bits.
When not to use these prompts
Don’t use these on first-pass drafts — too early. Don’t use them on legal or medical copy without expert review.
Prompt anatomy / structure formula
Every polishing prompt should carry six elements:
- Audience: one specific reader.
- Goal: one outcome — read / click / agree / share.
- Voice: 2-3 anchor adjectives.
- Constraints: word count, banned phrases, must-include facts.
- Format: paragraph, bulleted, headed, table.
- Examples: 1-2 tone samples — best lever for matching voice.
Best for
- Tightening pass
- De-jargon pass
- Voice-match pass
- Flow / paragraph break pass
- AI-cliché remover
12 copy-ready prompt templates
1. Tighten by 20%
Tighten this draft by 20% without losing meaning. Cut: dead adverbs, hedges (probably, perhaps, somewhat), filler phrases ("at the end of the day"), redundant pairs ("each and every"). Keep voice. Output side-by-side: cut count + final version.2. De-jargon for a non-expert
Audience: `{nonExpertAudience}`. Find jargon in this draft. For each: replace with plain English OR explain in a parenthetical the first time. Don't kill specificity — keep terms the audience uses.Variables to swap: nonExpertAudience
3. AI cliché remover
Find AI clichés in this draft: "In today's fast-paced…", "delve into", "unlock the power of", "navigate the complexities", "harness", "robust". Replace each with the specific thing the cliché was avoiding.4. Voice-match polish
Brand voice anchors: `{anchorAdjectives}`. Sample voice line: `{voiceSample}`. Re-polish this draft to match. Output: changed lines only as diff.Variables to swap: anchorAdjectives, voiceSample
5. Active-voice pass
Find passive-voice constructions in this draft. For each: replace with active voice unless passive is correct (unknown actor, action emphasised). Don't do every passive — judge case by case.6. Paragraph flow audit
Audit paragraph flow: (1) Paragraphs that abandon their topic mid-way, (2) Paragraph breaks in wrong places, (3) Transitions missing where the topic actually shifts. Output: where to split / merge / bridge.7. Headline + first-line strengthening
Rewrite the headline + first 2 sentences. Headline: 8-12 words. First sentence: hooks. Second sentence: pays off the hook. Don't start with "In this article…" or rhetorical questions.8. Read-aloud test
Read this draft aloud. Flag every sentence that: (a) Trips on a comma, (b) Has > 25 words, (c) Has consecutive long sentences (rhythm issue), (d) Forces re-reading. Suggest splits / cuts.9. Sentence variety
Audit sentence-length variety. Flag stretches of 4+ same-length sentences. Vary by alternating short and long. Don't make everything short — that becomes choppy.10. Cliché vs specific replacement
For each cliché, generate 3 specific replacements. Use real nouns / numbers. Example: "moving the needle" → "doubling weekly trial sign-ups". Skip clichés that genuinely have no replacement.11. “Cut a sentence per paragraph”
Apply the discipline: from every paragraph, cut at least one sentence. Choose the weakest. Output: the cut line per paragraph + the leaner version.12. Tone calibration
I think this draft is `{currentTone}` but I want `{targetTone}`. Show me 5 specific paragraphs where the tone is off-target and rewrite each to land on target. Don't rewrite the whole piece.Variables to swap: currentTone, targetTone
Common mistakes
- Vague audience — output reads generic.
- No tone anchor — every variant comes back same flavour.
- No constraints — word count, banned phrases, length cap.
- Skipping examples — examples are the strongest signal for voice.
- Trusting first draft — AI lands on safe middle.
- Overusing AI clichés (“In today’s fast-paced…”).
- No fact-check pass — AI is confidently wrong sometimes.
How to push results further
- Give 1-2 tone examples; “be friendly” is noise.
- Constrain ruthlessly.
- Read aloud before publishing.
- Cut adverbs / adjectives that don’t carry weight.
- AI for drafts 1-2, human edit for 3 — and 3 is what ships.
- Anchor in a real person from your audience.
- Test the headline standalone.
Practical depth notes
Use these prompts as starting points, not final answers. For Copy Editing & Tone Polishing Prompts: 12 Templates for the Final Pass, the useful extra work is to replace every generic placeholder with a real constraint: audience, channel, length, brand voice, examples to imitate, and examples to avoid. Run at least two versions with different constraints, then compare the outputs side by side instead of accepting the first polished response.
A good result should pass three checks: it is specific enough that another person could reuse it, it avoids vague praise or filler, and it gives you an editable artifact rather than a broad suggestion. If the output feels generic, add one concrete reference, one forbidden pattern, and one measurable success criterion before rerunning the prompt. Before saving a prompt as reusable, test it on one realistic input and one edge case. The realistic input proves the template can produce the normal deliverable; the edge case shows whether it handles messy constraints, missing context, or an unusual audience. Keep the better output, but also keep the failed version with a note on what was missing. That small failure log is what turns a prompt collection from a list of nice sentences into a practical working library. One final check: compare the finished result against the original goal in a single sentence. If that sentence is hard to write, the output is probably polished but unfocused. Tighten the goal, remove decorative language, and rerun only the weak section instead of regenerating the entire piece.
FAQ
- How long should this piece be?: Match the channel — shorter where attention is shorter.
- Can AI do the whole draft?: AI for first two passes, human for the third.
- How often refresh?: When audience or claims change, or quarterly for evergreen content.
- Should I publish without an edit pass?: No. AI is confident, not always correct.
- Single voice or per-channel?: One brand voice; channels shift tone axes within voice.
- Repurpose this prompt for other content types?: Yes — swap audience, goal, voice. Structure is reusable.