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How to fix AI’s stiff prose — break the formal corporate cadence.

Stiff prose is the most common complaint writers raise about AI drafts after the first reading. The grammar is fine, the argument is competent, and yet every paragraph reads like a board memo. That cadence is not random. It is the formal register the model defaults into when it does not know who the reader is, and it carries five specific patterns: uniform sentence length, no contractions, register that stays formal on casual topics, long subordinate clauses that bury the verb, and a preference for abstractions over concrete detail. Fix those five and the prose loosens almost immediately. Inside: the five-step scan-and-rewrite workflow, the read-aloud test that catches what the eye misses, and the three AI rewriter modes for the sections that resist a manual pass.

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5-step workflow 5 stiff-prose patterns 3 AI rewriter modes
The five steps

Scan, identify, rewrite, layer specifics, re-detect.

The order is deliberate. Scan first so the rewrite has a target. Identify before you change anything so the edit addresses the actual pattern. Rewrite by hand on the flagged sentences so judgement stays in the loop. Layer in your specifics after the cadence is already loosened. Re-detect at the end and read aloud, because the ear catches stiffness the eye lets slide.

Step 1: Scan the draft to surface the stiff sentences

Paste the AI draft into TextSight at app.textsight.ai. You get an overall 0 to 100 AI score, a per-sentence highlight map, and a bundled Plagiarism Risk score in the same scan. Capture both numbers and screenshot the highlight map; the before-and-after is how you know the rewrite worked. Most untouched AI drafts arrive at 90 percent or higher. Editing without scanning first is editing blind. You burn time polishing lines the detector did not flag and miss the ones carrying the cadence.

Step 2: Identify each stiff sentence by pattern

Walk the highlight map sentence by sentence. For each red line, label which of the five patterns is at work: uniform sentence length, no contractions, formal-only register, long subordinate clauses, or abstract over concrete. A single sentence usually carries one or two patterns. Labelling forces you to look at structure rather than read for vibes, and it tells you precisely what the rewrite has to change. Skip this step and you end up rewriting lines that were already fine.

Step 3: Add contractions and break the rhythm by hand

Rewrite each flagged sentence against the pattern you labelled. Add contractions where you would speak them in conversation. Break a paragraph of four 18-word sentences into one long sentence, one five-word punchline, and two mid-length lines. Cut long subordinate clauses at the first comma where the thought finishes. Lower the register on casual topics so it sounds like a person, not a manager. The manual pass is slow but it keeps judgement on the load-bearing lines.

Step 4: Layer in personal anecdotes and concrete detail

Replace abstractions with specifics. Instead of "many writers" write "the three writers I spoke with last week." Instead of "in recent years" write "between January 2024 and March 2026." Add at least one short personal anecdote per section: the line that starts "I tried this on a 1,200-word post for my newsletter last Sunday" is voice that no AI rewriter would have produced. The cadence shifts the moment a real specific lands.

Step 5: Re-detect and read aloud

Run the edited draft back through the detector and compare the new score and map to the starting screenshot. A genuine rewrite usually moves 90 percent into the 25 to 45 percent band. Then read the piece aloud at normal speed. Stiff prose feels mechanical in the mouth: the jaw stiffens, the breath runs out, the pauses land in awkward places. Any sentence the ear catches goes back through one more pass.

The five patterns

What stiff prose actually looks like.

Stiff prose is not one problem. It is five overlapping habits the model defaults into. Fix the ones a sentence carries and the cadence loosens; chase the wrong pattern and the rewrite is busywork. Here is the working taxonomy.

1. Uniform sentence length

AI prose clusters between 16 and 22 words a sentence with quiet consistency. Four lines in a row at that length is the cadence of a corporate report, and the reader hears it even without naming the pattern. The fix is variation, not uniformity in the other direction. Take two adjacent 18-word lines and merge them into one 30-word sentence; follow it with a five-word punchline that lands the point. Then leave the next two sentences alone. Human writing alternates length, and the contrast is most of what carries voice.

2. No contractions

It is, do not, would not, will not, cannot. AI drafts default to the full form everywhere because the training signal rewards formality. Real writing contracts on casual claims and leaves the full form for emphasis. The fix is to contract where you would speak the contraction aloud, not on every line. Mechanical contraction-sprinkling is its own tell because detectors trained on humanised output have learned to flag the pattern. The honest test is the ear: if the sentence sounds stiff with the full form and natural with the contraction, contract.

3. Formal-only register

Register is the level of formality the prose holds. AI drafts hold one register, usually formal, even on topics that ask for warmth or play. A piece about teaching your kid to ride a bike that reads like a HR memo is a register problem, not a vocabulary problem. The fix is to drop the register where the topic asks for it. Use a contraction. Use "kid" instead of "child" if that is how you would say it. Let one sentence be funny. Let the next be plain. Register is a dial, not a setting, and AI defaults the dial to neutral-professional whatever the prompt asked.

4. Long subordinate clauses

"Although it is important to recognise that, in many cases, the factors involved can vary considerably depending on context, the underlying pattern remains consistent." This is one sentence and it buries the verb three commas deep. AI prose reaches for the construction because it lets the model hedge while still sounding authoritative. Real writing breaks the load. Cut at the first comma where the thought finishes. The 30-word original becomes "The factors vary by context. The underlying pattern stays the same." Two short sentences read sharper than one long one in almost every case.

5. Abstract over concrete

"Many organisations have begun to explore innovative approaches to remote collaboration." That is grammatical, hedged, and entirely empty. A reader could not picture a single thing it describes. The fix is to swap the abstraction for a concrete: a date, a name, a number, a moment. "By April 2026, three of the five startups I track had moved to async-first stand-ups." Same length, real content. Abstractions are the most reliable AI tell across registers because the model does not have your specifics, and the moment one real detail lands, the prose stops sounding generic.

The cheapest test

If your jaw stiffens, the prose is stiff.

The ear catches stiffness the eye lets slide. After every editing pass, read the draft aloud at normal speaking speed. The body tells you what the score takes a scan to confirm. Three things to listen for.

The jaw test

If your jaw works hard on a sentence, the cadence is stiff. Long subordinate clauses force the jaw into more shapes than a natural sentence ever asks for, and missing contractions stretch the vowels in unnatural ways. Mark every sentence that makes the jaw stiff and rewrite those first. The pattern is almost always either pattern four (long clauses) or pattern two (no contractions). The fix is mechanical, but the test only works out loud.

The breath test

Read the paragraph in one breath if you can. The lines you cannot finish without gulping air are too long, and the lines you finish with breath to spare are too uniform. Real prose has a rhythm of breath. Stiff AI prose forgets the body altogether because the model has no body to consult. If half a paragraph runs you out of air, the variance is wrong, and the rewrite is to break the longest sentence at the first natural pause.

The pause test

Where do you naturally pause when reading aloud? Real writing places pauses at the joints of meaning. Stiff prose places them at commas the model inserted for hedging. If you find yourself pausing because the sentence demanded it rather than because the meaning earned it, that is a candidate for a rewrite. Punctuation should follow thought, not the other way around, and the ear is the only reliable judge of which direction the sentence is running.

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Three modes, three jobs

Light, Standard, Maximum — which one for stiffness.

The TextSight AI rewriter offers three intensity modes. Picking the right one for stiff prose matters because the wrong mode either leaves the cadence intact or rewrites so aggressively the meaning drifts. Start with Standard, then adjust based on what you read in the output.

Light: cadence already mostly there

Light keeps the prose close to the original. Use it on drafts where the rhythm is already varied and only one or two patterns linger, usually the no-contractions habit or the occasional long subordinate clause. Light typically moves the AI score by 15 to 25 points and preserves more of the original phrasing than the other modes. It is the right choice when the risk of the rewrite drifting from your meaning is higher than the cost of a slightly residual stiffness signal.

Standard: the default for general stiffness

Standard rewrites more aggressively while still keeping the structure of the draft intact. It is the right starting point for most stiff-prose work because it addresses all five patterns without rewriting the argument. Standard usually moves the score by 35 to 55 points on a heavy AI draft. If the output drifts from your meaning, drop to Light; if the cadence is still stiff, escalate to Maximum on the remaining sections.

Maximum: board-memo cadence on every line

Maximum rewrites the most, replacing structure and phrasing while attempting to keep the ideas. It is right for drafts where every sentence carries the formal register and the prose reads like a compliance document. Maximum typically moves the score by 50 to 70 points. The trade-off is that the rewrite sometimes paraphrases a specific point into something more general, so a manual read-through after Maximum is non-negotiable. Reserve this mode for sections rather than whole drafts.

FAQ

Stiff AI prose frequently asked.

What does stiff AI prose actually mean?
Stiff prose is the formal corporate cadence that AI drafts default into: uniform sentence length, no contractions, a register that stays formal even on casual topics, long subordinate clauses, and a habit of reaching for abstractions instead of concrete details. The piece is grammatical and competent. It just does not sound like a person wrote it. Stiff prose is the most common complaint about AI drafts after the first reading.
Why does AI default to stiff, formal prose in the first place?
Models are trained on a lot of formal text, and reinforcement learning from human feedback rewards careful, balanced, register-neutral output. The result is a register that reads as professional and helpful and almost never reads as a particular voice. Stiff prose is the safe equilibrium the model finds when it does not know who the reader is. Asking for a casual tone helps but rarely fixes the cadence on its own.
Is fixing stiff prose the same thing as lowering AI detector scores?
No. Working around the detector tries to fool it while leaving the AI thinking intact. Fixing stiff prose changes the cadence so the draft reads like a person, which lowers the detector score as a side effect rather than as the goal. If the cadence still sounds mechanical after editing, the score is the least of the problems; the reader will already have noticed.
What is the read-aloud test for stiff prose?
Read the draft aloud at normal speaking speed. Stiff prose feels mechanical when spoken because the long subordinate clauses force pauses in unnatural places and the missing contractions sound stilted in the mouth. Any sentence that makes your jaw work or your breath run out is a candidate for a rewrite. The ear catches what the eye misses on a first read.
How many contractions should I add to a stiff AI draft?
Add contractions where you would naturally speak them, not on every line. Mechanical contraction-sprinkling is its own AI tell because detectors trained on humanised AI output have learned to flag the pattern. The honest test is to read the sentence aloud: if the full form sounds stiff and the contraction sounds natural, contract; if the full form sounds right, leave it. Voice is the rule, not a quota.
What are the three AI rewriter modes and when should I use them on stiff prose?
Light keeps the prose close to the original and is right when the cadence is mostly there and you just need the residual stiffness smoothed. Standard rewrites more aggressively and is the default for general stiff-prose work. Maximum rewrites the most and is right for board-memo cadence where every sentence carries the formal register. Start with Standard, drop to Light if the rewrite drifts from your meaning, escalate to Maximum if the cadence is still stiff after a pass.
Should I fix the stiffness before or after running the AI rewriter?
Run the AI rewriter first on the rough draft, then layer your specifics in after. The AI rewriter addresses the rhythm and the register on the text it sees; if you have already added your concrete details, the rewrite risks paraphrasing them into generic stand-ins. The cleaner sequence is rewrite the cadence first, then add the names, dates, and anecdotes by hand on top.
How much can I expect the AI score to drop after a stiff-prose fix?
A genuine cadence rewrite usually moves a 90 percent AI draft into the 25 to 45 percent band, with the residual highlights scattered rather than clustered. Pushing far below 20 percent on a draft that started near 95 percent usually means the rewrite went too far and the ideas have drifted. Aim for honest tier movement, not a vanity zero. The cadence the reader hears matters more than the number on the page.
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Stiff prose is a cadence problem. Fix the cadence, the score follows.