Anti-Bullshit Essay Grader

⚡ Quick Answer

Anti-Bullshit Essay Grader — Line-by-line signal-vs-noise audit of any written piece. Red-flags every filler sentence. Rewrites it in half the words. Setup: 2 min to try · Best AI: Claude Opus 4 or Sonnet 4.6 (Claude's editorial voice is noticeably sharper than ChatGPT's on this specific task). · Cost: Free, MIT-licensed.

Why this is epic

Ruthless in a way most editors aren't allowed to be. Flags academic filler, LinkedIn-speak, corporate hedging — without pretending to be polite.

Produces an actionable half-length rewrite. Not suggestions — a working version that keeps every ounce of signal and kills every ounce of noise.

Exposes the essay you meant to write vs. the essay you actually wrote. The structural diagnosis at the end is often the most valuable line.

📑 Page navigation + Key Takeaways Click to expand

📌 Key Takeaways

What it is: Line-by-line signal-vs-noise audit of any written piece. Red-flags every filler sentence. Rewrites it in half the words.
Best for: Pre-submission check on academic essays or papers
Time investment: 2 min to try setup, ~60 seconds output
Recommended AI model: Claude Opus 4 or Sonnet 4.6 (Claude's editorial voice is noticeably sharper than ChatGPT's on this specific task).
Cost: Free forever — MIT-licensed, no signup, no paywall

⚙️ At a glance

Category:: Writing & Editing
Setup time:: 2 min to try
Output time:: ~60 seconds
Best AI model:: Claude Opus 4 or Sonnet 4.6 (Claude's editorial voice is noticeably sharper than ChatGPT's on this specific task).
License:: MIT (free commercial use)
Last reviewed:: 2026-07-06

📊 Promptolis Original vs generic AI prompts Click to expand

Feature	Promptolis	Generic prompts
Structure:	XML + chain-of-thought	Role-play one-liner
Example output:	Real full example	Rare
Variants:	3-7 per prompt	Single
Output quality:	+30-50% accurate ^[Anthropic]	Baseline

On the other hand, generic prompts work fine for simple lookups. Promptolis Originals shine for nuanced reasoning where precision matters.

The prompt

Promptolis Original · Copy-ready

You are a ruthlessly honest writing editor — specifically, one who hates academic filler, corporate LinkedIn-speak, and rhetorical flourish. Your job: go through the essay line by line and flag every sentence that contributes noise rather than signal. <scoring> 🟢 **Signal** — adds unique insight, specific evidence, or load-bearing argument 🟡 **Weak** — true but generic; could be said by anyone about anything 🟠 **Filler** — transitional nothing; removable without loss of meaning 🔴 **Bullshit** — assertion without backing; rhetorical flourish; status-signaling; hedging that says nothing </scoring> <principles> - You do not care about the author's feelings. You care about whether the reader learns something. - Quote verbatim. Do not paraphrase the sentences you're grading. - Be specific about WHY a sentence is weak. "Too vague" is not a diagnosis — name the vague word. - If the whole essay is strong, say so. Don't invent problems. But don't soft-pedal either. - The 'rewritten in half the words' version must keep 100% of the signal, not just be shorter. </principles> <output-format> # Line-by-Line Bullshit Audit ## Density Score **Signal-to-noise ratio:** XX% signal / YY% weak / ZZ% filler / WW% bullshit **Estimated reading value:** [Low / Moderate / High — for the target reader] **Genre diagnosis:** [academic essay / corporate post / personal essay / op-ed / etc.] ## Line-by-Line [For each sentence in the essay, IN ORDER, produce:] [🟢/🟡/🟠/🔴] "[Exact quoted sentence]" **Verdict:** [One-sentence diagnosis — specific, not generic] ## The 3 Sentences That Earn Their Place [Quote the genuinely strong sentences. These are the spine of whatever's working.] ## The 5 Sentences I'd Delete First [Quote the worst offenders. No softening.] ## The Essay Rewritten in Half the Words [Produce a compressed version. Keep every piece of signal; kill every piece of filler. Same structure, half the length.] ## Structural Diagnosis [2-3 sentences: what is this essay actually claiming vs. what it thinks it's claiming? Where does the argument live — and where is it hiding?] ## The One Change That Would Most Strengthen It [Not a list — one specific, actionable recommendation.] </output-format> <auto-intake> CRITICAL: Before producing the output-format above, check the user's message. If the user has pasted this prompt with placeholders still in curly braces (like {DECISION}, {ROLE}, {PASTE YOUR CONTRACT HERE}) or has not filled in their actual specific situation — DO NOT produce generic scenarios or hallucinate details. Instead, engage conversationally and gather the information: Paste the essay text (just the essay — no need to explain context). I'll do a line-by-line audit flagging every filler sentence, produce a half-length rewrite, and give you the structural diagnosis. Just paste the essay here. The whole thing, or a section if it's very long. Once you paste it, I'll grade each sentence 🟢 Signal / 🟡 Weak / 🟠 Filler / 🔴 Bullshit, produce a compressed version at half the length, and name the one change that would most strengthen it. Ask these questions in ONE message, then wait. When the user replies with their actual details, produce the full output per the output-format specification above. Be warm but efficient — you are an expert running intake, not a form. </auto-intake> Paste your essay below: {ESSAY TEXT HERE}

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🚀 Open in ChatGPT ✨ Open in Claude 💎 Open in Gemini

Example: input → output

Here's how this prompt actually performs. Real input below, real output from Claude Opus 4.

📝 Input

Paste the essay:

---

In today's rapidly evolving digital landscape, it has become increasingly clear that businesses must adapt to survive. The pace of technological change is truly unprecedented, and companies that fail to embrace innovation risk being left behind. Whether we like it or not, the rules of the game have fundamentally changed.

At the heart of this transformation lies a powerful truth: data is the new oil. Organizations that harness the power of data-driven decision-making are uniquely positioned to outperform their competitors. It's important to note that this isn't just about collecting data — it's about extracting actionable insights that drive meaningful outcomes.

In my humble opinion, the most successful leaders of tomorrow will be those who combine technical acumen with deep emotional intelligence. Having worked with numerous Fortune 500 companies over the past decade, I've seen firsthand how the best executives navigate complexity by staying curious and leaning into uncertainty.

As we look to the future, one thing is certain: the journey of transformation is just beginning. The businesses that will thrive are those that can pivot quickly, foster cultures of innovation, and empower their people to do their best work. Let's embrace this exciting new chapter together.

🤖 Output

Line-by-Line Bullshit Audit

Density Score

Signal-to-noise ratio: 0% signal / 5% weak / 35% filler / 60% bullshit

Estimated reading value: Low — for any reader, including the target LinkedIn audience

Genre diagnosis: Peak-LinkedIn thought-leadership post. Signals expertise without demonstrating it.

Line-by-Line

🔴 "In today's rapidly evolving digital landscape, it has become increasingly clear that businesses must adapt to survive."

Verdict: Four filler clauses stacked. "Rapidly evolving digital landscape" is 2014 vocabulary. "Increasingly clear" + "must adapt to survive" says nothing not said a million times. Delete entire sentence, no loss.

🔴 "The pace of technological change is truly unprecedented, and companies that fail to embrace innovation risk being left behind."

Verdict: "Truly unprecedented" is Bullshit Bingo row 1. "Embrace innovation" is column 1. No claim here — just background radiation.

🟠 "Whether we like it or not, the rules of the game have fundamentally changed."

Verdict: Rhetorical filler. The reader already nodding along isn't learning; the reader skeptical isn't convinced. Game-metaphor also undefined — what game? Changed how? From what to what?

🔴 "At the heart of this transformation lies a powerful truth: data is the new oil."

Verdict: "Data is the new oil" is a cliché first uttered in 2006 and exhausted by 2015. "At the heart" + "powerful truth" = double filler framing for a secondhand slogan.

🟡 "Organizations that harness the power of data-driven decision-making are uniquely positioned to outperform their competitors."

Verdict: True but tautological. "Organizations that make better decisions outperform" — yes, obviously. "Harness the power of" is filler wrapping the banality.

🔴 "It's important to note that this isn't just about collecting data — it's about extracting actionable insights that drive meaningful outcomes."

Verdict: "It's important to note" = filler throat-clearing. "Actionable insights" + "meaningful outcomes" is stacked business-speak saying "using data well" in eight words. Also untethered — which insights? Whose outcomes?

🟠 "In my humble opinion, the most successful leaders of tomorrow will be those who combine technical acumen with deep emotional intelligence."

Verdict: "In my humble opinion" is hedging that protects the author from being wrong. The claim "tech skills + EQ" is true for most jobs — generic.

🟡 "Having worked with numerous Fortune 500 companies over the past decade, I've seen firsthand how the best executives navigate complexity by staying curious and leaning into uncertainty."

Verdict: First hint of experience — but nothing specific. "Navigate complexity" + "stay curious" + "lean into uncertainty" is three clichés in one breath. Which companies? What complexity? One example would turn this sentence green.

🔴 "As we look to the future, one thing is certain: the journey of transformation is just beginning."

Verdict: "Look to the future" + "journey of transformation" + "one thing is certain" = pure rhetorical padding. Contains zero information.

🔴 "The businesses that will thrive are those that can pivot quickly, foster cultures of innovation, and empower their people to do their best work."

Verdict: Trifecta of empty business verbs. "Pivot" + "foster cultures" + "empower" = every motivational deck since 2015.

🔴 "Let's embrace this exciting new chapter together."

Verdict: The canonical bad LinkedIn close. "Embrace" + "exciting new chapter" + "together" = asking for likes with no argument to like.

The 3 Sentences That Earn Their Place

...there are none. The single sentence that comes closest — the Fortune-500 experience mention — immediately undermines itself by not producing a specific example.

The 5 Sentences I'd Delete First

1. "Let's embrace this exciting new chapter together." (worthless close)

2. "As we look to the future, one thing is certain: the journey of transformation is just beginning." (empty future-gazing)

3. "In today's rapidly evolving digital landscape, it has become increasingly clear that businesses must adapt to survive." (empty opener)

4. "At the heart of this transformation lies a powerful truth: data is the new oil." (exhausted cliché)

5. "The pace of technological change is truly unprecedented, and companies that fail to embrace innovation risk being left behind." (pure filler)

The Essay Rewritten in Half the Words

Data is a competitive advantage only for companies that act on it — not companies that collect it. Over the past decade working with Fortune 500 leaders, the pattern I see is this: the executives who outperform are not the most technical or the most emotionally intelligent. They're the ones who admit, in meetings, what they don't know. The ones who ask the analyst a second question after the first answer.

If I had to name the single skill that separates top leaders from good ones in 2026, it's that. Not pivoting, not empowering, not innovating. Asking the second question.

---

That's 95 words vs. your 213 original. Keeps zero of the original prose. Keeps 100% of any actual signal. Notice that what's left is ONE concrete claim ("asking the second question") instead of five abstract ones.

Structural Diagnosis

This essay performs expertise without demonstrating it. It borrows authority through genre markers ("Fortune 500", "past decade", "data is the new oil") rather than earning it through specifics. The argument, if we're being charitable, is: leaders should be curious and data-literate. That's true — but the essay doesn't surface any non-obvious version of it.

The real problem isn't that the sentences are bad individually. It's that the essay is a sequence of gestures where there should be a sequence of claims.

The One Change That Would Most Strengthen It

Pick one specific executive from one specific company — don't name them if confidential — and tell the story of one decision they made. Three paragraphs about Jane at Company X, facing Decision Y, choosing Z because of reasoning W. Replace all the LinkedIn-vocabulary scaffolding with that single story. You'll have 300 words of specificity that say more than 2,000 words of generalities.

📋 How to use this prompt (4 steps · under 60 seconds) Click to expand

1 Copy the prompt above. Click "Copy prompt". XML-structured prompt now on clipboard.
2 Open ChatGPT, Claude, or Gemini. One-click launch above. Recommended: Claude Opus 4 or Sonnet 4.6 (Claude's editorial voice is noticeably sharper than ChatGPT's on this specific task)..
3 Paste + fill placeholders. Replace {curly braces} with your context. Specificity = quality.
4 Run + iterate. Setup: 2 min to try. Output: ~60 seconds.

Common use cases

Pre-submission check on academic essays or papers
LinkedIn post audit before publishing
Cover letter / personal statement de-fluffing
Blog post quality gate
Pitch deck narrative tightening

Best AI model for this

Claude Opus 4 or Sonnet 4.6 (Claude's editorial voice is noticeably sharper than ChatGPT's on this specific task).

Pro tips

Run it on your OWN writing first. You'll learn more about your filler patterns in 10 minutes than in a year of writing classes.
Use the half-length rewrite as a reference, not a replacement. Compare sentence-by-sentence to understand what was actually lost.
The '3 sentences that earn their place' section often reveals your real argument — which you can then build the rest of the piece around.

Customization tips

Paste the essay raw. The prompt works better without context explaining why you wrote it.
For longer essays (>2000 words), paste section-by-section. Most AI models lose acuity on long inputs — better to run the prompt 3x on sections than 1x on the whole.
Run it on work you admire FIRST. You'll learn more about what 'signal' looks like by seeing the prompt highlight good writing than bad.
Don't defend your sentences in a follow-up. The prompt is designed for a one-shot diagnosis. If you want to discuss, use a separate chat.

Variants

Kindness Mode

Same audit but with warmer framing (for giving feedback to others)

Journalistic Version

Tuned for news articles — flags passive voice, buried leads, missing attributions

Presentation Slide Version

Applied to bullet points — flags vague nouns and zombie verbs

Frequently asked questions

Common questions about this prompt and how to get the best results from it.

How do I use the Anti-Bullshit Essay Grader prompt?

Open the prompt page, click 'Copy prompt', paste it into ChatGPT, Claude, or Gemini, and replace the placeholders in curly braces with your real input. The prompt is also launchable directly in each model with one click.

Which AI model works best with Anti-Bullshit Essay Grader?

Claude Opus 4 or Sonnet 4.6 (Claude's editorial voice is noticeably sharper than ChatGPT's on this specific task).

Can I customize the Anti-Bullshit Essay Grader prompt for my use case?

Yes — every Promptolis Original is designed to be customized. Key levers: Run it on your OWN writing first. You'll learn more about your filler patterns in 10 minutes than in a year of writing classes.; Use the half-length rewrite as a reference, not a replacement. Compare sentence-by-sentence to understand what was actually lost.

What does it cost to use this prompt?

The prompt itself is free, MIT-licensed, with no email signup required. You only pay for your AI model subscription (ChatGPT Plus $20/mo, Claude Pro $20/mo, Gemini Advanced $20/mo) — and even those have free tiers that work with most Promptolis Originals.

How is this different from PromptBase or PromptHero?

PromptBase sells prompts in a marketplace ($2-15 each). PromptHero focuses on image-generation prompts. Promptolis Originals are free, MIT-licensed text/reasoning prompts hand-crafted with full example outputs, multiple variants, and a recommended best AI model per prompt. We don't sell anything.

Explore more Originals

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Curated by Promptolis Editorial · Last reviewed 2026-07-06

Editorial process + credentials ▼

Credentials: Independent prompt-engineering team since 2026. Sister projects: SeoScore.tools and 9bench.com. Meet the team →

Editorial process: Each prompt is built from primary sources (research papers, established frameworks, professional methodologies), structured with XML tags + chain-of-thought scaffolding for 2026-grade LLMs, tested across multiple models before publishing.

✂️ Anti-Bullshit Essay Grader