▸case-01 I'm applying for a Master's in Computer Science (500-word limit) with a background in open-source machine learning and leading a university tech club. Right now my draft feels like a resume converted into prose. Could you analyze what this program values, identify a central motivating narrative line connecting my experiences, and provide a structured layout with an opening hook, evidence-driven body, and closing goals section? Please also include advice on replacing self-asserted claims with hard evidence and maintaining an authentic voice. | fail→pass | 22,560 | 20,637 | -9% | 1 | 1 | 0% | 2,943 | 3,650 | +24% | 0 | 0 | — |
▸case-02 I need help shaping a personal statement for a PhD in Clinical Psychology. I have two years of lab research experience and crisis hotline volunteering. Please break down what admissions committees in this field prioritize, define a clear narrative thread for my application, outline the essay into hook, evidence body, and program fit close, and show me how to substitute generic statements like 'I am passionate and dedicated' with concrete proof. | pass→pass | 23,847 | 21,767 | -9% | 1 | 1 | 0% | 2,855 | 3,386 | +19% | 0 | 0 | — |
▸case-03 Help me organize an application essay for an Executive MBA program ( limit 750 words ). I have seven years in healthcare operations and want to move into hospital leadership. Please evaluate what an EMBA selection panel looks for, summarize my key motivation through-line, provide a section-by-section outline covering the opening, body evidence, and close, and give me concrete examples of replacing pure claims with evidence while keeping my tone genuine. | pass→pass | 23,138 | 19,040 | -18% | 1 | 1 | 0% | 2,709 | 3,291 | +21% | 0 | 0 | — |
▸case-04 I am preparing my personal statement for medical school (AMCAS, 5300-character limit). I worked as an EMT for 2 years and conducted biochemistry research on enzyme inhibition. My first draft starts with 'I have wanted to be a doctor since I was five years old.' How can I restructure this to focus on program expectations, a clear motivating thread, show-don't-tell evidence, and an authentic tone? | pass→pass | 20,878 | 18,380 | -12% | 1 | 1 | 0% | 2,568 | 2,952 | +15% | 0 | 0 | — |
▸case-05 I am applying to JD programs (2-page limit). I spent three years as a paralegal at a legal aid organization helping low-income tenants facing eviction. An advisor told me to just list all my case wins in order. Please analyze what law schools want, define a unifying narrative, structure my essay, and advise on replacing bare claims with concrete evidence. | pass→pass | 22,982 | 21,613 | -6% | 1 | 1 | 0% | 3,085 | 3,657 | +19% | 0 | 0 | — |
▸case-06 I'm applying to a Master in Public Policy program (1000-word limit). I have 4 years of community organizing for housing policy and urban planning. I tend to write abstractly about policy theory instead of my actual achievements. Analyze what policy schools seek, establish a core narrative, and outline how to demonstrate impact with real evidence. | pass→pass | 23,890 | 21,261 | -11% | 1 | 1 | 0% | 2,782 | 3,612 | +30% | 0 | 0 | — |
▸case-07 I am applying for a PhD in Neuroscience (1000-word limit). I have background in rodent electrophysiology and computational modeling. My current draft lists every lab technique I know in paragraph form. Break down what PhD committees want, give me a narrative thread, and show me how to present evidence without sounding like an inventory. | pass→pass | 22,783 | 19,208 | -16% | 1 | 1 | 0% | 2,888 | 3,265 | +13% | 0 | 0 | — |
▸case-08 I need to frame my application essay for an MFA in Creative Writing (750 words). I have published three short stories in literary journals and led a local writers workshop. My draft uses formal academic prose to explain why my writing is brilliant. Provide an analysis of MFA committee expectations, a central narrative thread, and advice on tone. | fail→fail | 21,187 | 21,180 | -0% | 1 | 1 | 0% | 3,100 | 3,181 | +3% | 0 | 0 | — |
▸case-09 I'm applying for an MS in Data Science (500 words) transitioning from a bachelor's in Economics. I built econometric models in R and completed a data analytics internship. A friend suggested I state 'I am naturally gifted at mathematics and coding'. Help me outline an essay focusing on what admissions looks for, my motivation thread, and concrete proof over generic claims. | pass→pass | 23,688 | 17,819 | -25% | 1 | 1 | 0% | 2,611 | 2,979 | +14% | 0 | 0 | — |
▸case-10 I am writing a personal essay for an MSW program (2-page double spaced limit). I have worked for two years at a youth homeless shelter and organized food drives. My current draft opens with 'Ever since I can remember, I have loved helping people.' Help me analyze what MSW committees value, build a strong narrative through-line, and structure the opening and body sections. | fail→pass | 16,077 | 21,258 | +32% | 1 | 1 | 0% | 2,667 | 3,480 | +30% | 0 | 0 | — |
▸case-11 I'm a high school senior applying to undergraduate engineering programs (650-word Common App limit). I built a solar-powered phone charger for a science fair and tutored middle school math. My counselor said my draft sounds like I am claiming to be an expert engineer already. Analyze what top engineering schools value, define my narrative thread, and guide me on keeping an authentic voice. | pass→pass | 23,009 | 22,438 | -2% | 1 | 1 | 0% | 2,839 | 3,468 | +22% | 0 | 0 | — |
▸case-12 I am applying for a Fulbright Study Grant (1-page statement of grant purpose). I propose studying renewable energy grids in Germany, building on my undergraduate electrical engineering thesis. A classmate recommended I write mostly about how much I love German culture. Analyze what the selection panel expects, form a clear through-line, and structure the essay sections. | pass→pass | 16,847 | 22,439 | +33% | 1 | 1 | 0% | 2,687 | 3,459 | +29% | 0 | 0 | — |
▸case-13 I am drafting a statement of purpose for a PhD in History (1000 words). My area is 19th-century labor movements. I have conducted archival research with primary source documents. My initial draft lists every book I read for my undergraduate thesis. Analyze history faculty expectations, establish a central narrative, and advise on organizing evidence. | pass→pass | 26,844 | 26,137 | -3% | 1 | 1 | 0% | 3,299 | 3,715 | +13% | 0 | 0 | — |
▸case-14 I am applying to an MPH program in Epidemiology (500 words). I worked as a contact tracer during COVID-19 and hold a BS in Biology. My outline simply lists my job duties line by line. Help me evaluate what MPH programs look for, form a motivation thread, and avoid a prose resume. | fail→fail | 21,384 | 21,859 | +2% | 1 | 1 | 0% | 2,428 | 3,265 | +34% | 0 | 0 | — |
▸case-15 I'm applying to an intensive software engineering fellowship for career changers (500 words). I have 5 years of high school math teaching experience and self-taught Python/JavaScript. I plan to claim that teaching math makes me immediately qualified as a senior programmer. What does the selection panel want, what is my through-line, and how do I structure my story? | pass→pass | 23,960 | 22,416 | -6% | 1 | 1 | 0% | 2,528 | 3,372 | +33% | 0 | 0 | — |
▸case-16 I am applying for a Master in Finance (500 words). I hold a BA in Mathematics and completed an equity research summer internship. My draft states 'I possess an unmatched work ethic and extraordinary analytical power.' Evaluate program values, construct my central narrative thread, and guide me on using proof over adjectives. | fail→pass | 21,389 | 18,199 | -15% | 1 | 1 | 0% | 2,279 | 2,884 | +27% | 0 | 0 | — |
▸case-17 I am writing my statement for a PhD in Biomedical Engineering (2 pages). I have worked on tissue engineering hydrogels and published one co-authored paper. A peer told me to spend two paragraphs talking about my passion for biology. Break down committee expectations, give me a motivation thread, and outline hook, body, and close. | fail→pass | 23,361 | 21,617 | -7% | 1 | 1 | 0% | 2,869 | 3,419 | +19% | 0 | 0 | — |
▸case-18 I am applying for a Master in Environmental Management (750 words). I have spent three years working on coastal conservation field projects. My draft includes high-level rhetoric about saving the planet without mentioning my field project metrics. Help me identify what the selection panel wants, define my narrative through-line, and show how to present evidence effectively. | pass→pass | 23,756 | 23,400 | -1% | 1 | 1 | 0% | 2,409 | 3,377 | +40% | 0 | 0 | — |
▸case-19 I am writing my CASPA personal statement for PA school (5000 characters). I have 1500 hours as a certified nursing assistant (CNA) in urgent care. My first sentence is 'I want to become a PA because I love helping people in need.' Help me organize what PA admissions value, establish my through-line, and avoid generic statements about wanting to help people. | fail→pass | 25,074 | 19,697 | -21% | 1 | 1 | 0% | 3,029 | 3,109 | +3% | 0 | 0 | — |
▸case-20 I'm applying to English PhD programs (1000 words) focusing on Victorian literature and digital humanities. My draft gives a summarize-and-review account of Victorian novels I enjoy. Analyze faculty expectations, define a narrative through-line connecting my archival work to computational text analysis, and advise on structure. | pass→pass | 29,431 | 30,446 | +3% | 1 | 1 | 0% | 3,514 | 4,109 | +17% | 0 | 0 | — |
▸case-21 I am preparing my personal statement for a Master of Architecture program (500 words). I have a background in studio art and urban design. My essay draft describes how beautiful buildings look to me when traveling. Analyze what architecture admissions panels seek, form a central narrative thread, and outline the essay structure. | pass→pass | 21,454 | 19,972 | -7% | 1 | 1 | 0% | 2,442 | 2,896 | +19% | 0 | 0 | — |
▸case-22 I am applying for a PhD in Education (750 words). I have five years of elementary school teaching experience and led a school district literacy initiative. My draft focuses entirely on describing daily classroom routines. Break down what PhD committees prioritize, construct my narrative through-line, and outline my statement. | pass→pass | 21,561 | 20,082 | -7% | 1 | 1 | 0% | 2,603 | 3,272 | +26% | 0 | 0 | — |
▸case-23 I am applying for a Senior Software Engineer position at Stripe. Here is my resume summary: 6 years in distributed systems, Rust, high-throughput financial transactions. Please write a 3-paragraph cover letter tailored to this position. | pass→pass | 8,818 | 14,525 | +65% | 1 | 1 | 0% | 1,315 | 2,367 | +80% | 0 | 0 | — |
▸case-24 Can you reformat these raw notes about my research assistantship into 3 concise bullet points for my CV? Notes: Worked in Dr. Smith's neuroscience lab, ran EEG trials on 40 participants, processed data in Python/MNE-Python, presented poster at SfN 2023. | pass→pass | 10,144 | 5,366 | -47% | 1 | 1 | 0% | 964 | 1,791 | +86% | 0 | 0 | — |
▸case-25 Please proofread this paragraph from my biology manuscript draft for grammatical correctness and passive voice: 'In this study, cell cultures were treated with compound X, and cellular viability was evaluated after 24 hours using an MTT assay.' | pass→pass | 15,207 | 11,441 | -25% | 1 | 1 | 0% | 1,362 | 1,947 | +43% | 0 | 0 | — |
▸case-26 I am a biology professor writing a graduate school recommendation letter for an undergraduate researcher, Alex, who co-authored a journal paper and managed lab safety protocols. Please draft a letter of recommendation on my behalf. | pass→pass | 18,024 | 18,471 | +2% | 1 | 1 | 0% | 1,663 | 2,860 | +72% | 0 | 0 | — |