This isn't about detection software — it's about what a tired human reader notices on their fortieth essay of the day. Below is a working checklist, organized by the actual habit, with a fix for each.
1. The Hedge-Everything Sentence
The tell: "While this experience was undoubtedly challenging, it also taught me valuable lessons about resilience and perseverance." Notice how it commits to nothing specific and could describe almost any hard experience.
The fix: Name the actual challenge. "I missed the state qualifying time by 0.4 seconds, three years in a row" tells a reader something real. Specificity is the opposite of hedging, and readers register the difference immediately even if they can't say why.
2. Emotional Vocabulary Standing In for Emotional Detail
The tell: Words like "passion," "resilience," "growth," and "perseverance" doing all the emotional work, with no scene behind them.
The fix: Show the moment instead of naming the feeling. Instead of "I felt a deep sense of accomplishment," describe what you were doing, physically, in the moment the feeling happened. Let the reader arrive at "accomplishment" on their own.
3. The Three-Act Redemption Structure
The tell: Struggle, turning point, lesson learned, tidy conclusion — every beat present and accounted for, wrapped up by the final paragraph.
The fix: Real growth is rarely that clean. It's fine — often better — to end on a question you're still working through, or a change that's partial rather than complete. Admissions readers have seen the tidy arc a thousand times; an honest, slightly unresolved ending stands out more.
4. The Mission-Statement Closer
The tell: "I am eager to bring my passion for innovation and collaboration to [University]'s vibrant and diverse community." This sentence could be copy-pasted into any essay for any school with a global find-and-replace.
The fix: Cut it entirely, or replace it with something concrete and specific to you — a callback to the essay's opening image, or a small, honest detail about what you're actually looking forward to, rather than a value-proposition pitch.
5. Suspiciously Even Pacing
The tell: Every paragraph roughly the same length, every sentence a similar rhythm. This is a structural artifact of how language models generate text — smooth, evenly weighted, with no real peaks or valleys.
The fix: Read your draft out loud and listen for monotony. Break it up deliberately: a short sentence for impact. Then a longer one that unpacks it, adds a clause, circles back on itself the way actual thinking does.
6. Balanced Both-Sides Framing on Personal Topics
The tell: "This taught me both the importance of independence and the value of asking for help" — a reflexive, symmetrical takeaway on a topic that doesn't actually require balance.
The fix: Personal essays don't need to be fair to both sides of an idea. Commit to an actual, possibly one-sided opinion or realization. It reads as more honest, because it is.
7. Generic Openers
The tell: "Ever since I was young, I have always been passionate about..." This is the single most common opening line across admissions essays, AI-assisted or not — but AI tools reach for it by default because it's statistically the most common way to start this kind of essay.
The fix: Open mid-scene instead. Drop the reader into a specific moment — a line of dialogue, a physical detail, an action already in progress — and let the context fill in afterward.
Using This as an Actual Editing Pass
Print your draft and go through it against this list line by line. You're not looking for a single fix — you're looking for how many of these habits are stacking up. One or two isn't damning. An essay that hits five or six of them is worth a substantial rewrite, not just a polish.