▸case-01 I am applying to the Master of Science in Computer Science program at Stanford University. The prompt asks why I am pursuing graduate study in CS and my career goals, with a 1,000-word limit. Here is my draft: 'Ever since I built my first computer at age 12, I have been deeply passionate about technology. At TechCorp, I contributed significantly to scalable systems and demonstrated strong leadership and persistence under pressure. Stanford's prestigious program and world-class faculty make it the ideal place for my master's degree.' My real motivation is that during my second year at my startup, our distributed database crashed during peak traffic, and I spent 36 straight hours diagnosing a memory leak in our custom C++ storage engine. Please critique my draft by providing a category-by-category score assessment with reasons, line-by-line feedback highlighting generic versus strong phrases, a set of digging questions to extract more detailed anecdotes, an ordered pass-by-pass edit plan to refine and trim the word count, and the single most impactful recommendation for improvement. | fail→pass | 26,375 | 24,652 | -7% | 1 | 1 | 0% | 3,938 | 4,241 | +8% | 0 | 0 | — |
▸case-02 Here is my 650-word draft for the PhD in Clinical Psychology at the University of Michigan (target limit: 500 words). The prompt requires discussing research experience and long-term career aspirations. Draft excerpt: 'I am highly passionate about mental health advocacy and clinical research. During my undergraduate studies, I gained extensive experience administering cognitive tests to patients. Michigan's top-tier psychology department is the perfect environment for my academic journey.' In reality, my passion stems from working overnight shifts at a crisis hotline where I realized standard cognitive assessments failed to capture acute anxiety spikes in adolescent callers. Please review this draft and provide a detailed diagnostic with numerical scores and explanations across standard evaluation categories, line-level commentary pointing out cliché or vague phrasing versus effective sentences, deep-dive reflection questions to draw out vivid real-world scenes, a step-by-step revision plan to polish and meet the strict word ceiling, and the single most critical structural change to focus on. | fail→pass | 31,393 | 24,790 | -21% | 1 | 1 | 0% | 4,247 | 3,732 | -12% | 0 | 0 | — |
▸case-03 I am submitting my draft for the Harvard Law School JD application. The prompt asks for an authentic personal statement with a 500-word limit. My draft: 'Growing up, I developed a deep commitment to justice and public policy. Working as a paralegal, I handled complex case files and demonstrated exceptional analytical skills. I am drawn to Harvard Law because of its legendary faculty and commitment to excellence.' The actual turning point for me was standing in an overcrowded housing court in Detroit watching a tenant get evicted because a misfiled motion was ignored by the clerk. I want a complete diagnostic evaluation that includes scored ratings with brief explanations for each metric, line-item feedback identifying where my writing feels template-like or compelling, a series of investigative questions to help me pull out specific scenes from my past, a multi-stage edit plan that addresses trimming to length, and the main overarching priority I should address. | fail→pass | 31,591 | 12,745 | -60% | 1 | 1 | 0% | 4,234 | 3,293 | -22% | 0 | 0 | — |
▸case-04 I am a biology professor writing a strong letter of recommendation for my undergraduate researcher, Sarah Jenkins, who is applying to Johns Hopkins School of Medicine. Sarah worked in my cell biology lab for two years, co-authored a paper on mitochondrial dysfunction, and mentored junior students. Please write a formal 3-paragraph recommendation letter highlighting her analytical skills, laboratory competence, and leadership. | pass→fail | 15,820 | 29,534 | +87% | 1 | 1 | 0% | 1,617 | 3,877 | +140% | 0 | 0 | — |
▸case-05 Please edit this 300-word abstract for an IEEE Transactions on Software Engineering journal submission down to 200 words. The paper introduces a novel static analysis tool for Rust memory safety. Excerpt: 'Memory safety issues continue to plague modern systems software...' Rewrite the text directly to meet the 200-word limit while preserving the core methodology and results. | pass→fail | 9,786 | 27,781 | +184% | 1 | 1 | 0% | 2,284 | 4,574 | +100% | 0 | 0 | — |
▸case-06 I need an executive summary for an NSF Computer and Information Science and Engineering (CISE) grant proposal on resilient edge computing. The grant focus is low-latency fault tolerance in distributed IoT networks. Please write a 250-word formal executive summary summarizing the research objectives, broader impacts, and intellectual merit. | pass→fail | 14,878 | 18,992 | +28% | 1 | 1 | 0% | 1,667 | 2,996 | +80% | 0 | 0 | — |
▸case-07 I want feedback on my graduate school essay draft: 'I have always been fascinated by biology and spent years studying molecular mechanisms. My undergraduate research taught me resilience when experiments failed. I hope to join your prestigious PhD program to advance scientific discovery.' Please give me a complete evaluation. | fail→pass | 19,503 | 16,423 | -16% | 1 | 1 | 0% | 2,333 | 2,672 | +15% | 0 | 0 | — |
▸case-08 Review my draft line for an MS in Data Science at Columbia: 'I am a highly motivated self-starter with exceptional analytical skills and a passion for data.' My prompt is 500 words on why Columbia MS Data Science. My real story is I spent three weekends debugging a parallelized Spark job that kept choking on skewed key distributions. Evaluate this line, provide the diagnostic score panel, 5-8 mining questions, revision plan, and the main priority. | pass→pass | 21,430 | 20,260 | -5% | 1 | 1 | 0% | 2,641 | 2,810 | +6% | 0 | 0 | — |
▸case-09 Critique this excerpt for an MD/PhD program at Johns Hopkins (500 word limit, prompt on commitment to medicine): 'I am extremely compassionate and dedicated to patient care. Working in the emergency room taught me resilience.' Real story: On a Tuesday night shift in trauma bay 3, I held pressure on an arterial bleed for 40 minutes while calm-talking an intoxicated patient whose vitals were crashing. Please give a full diagnostic evaluation with scores, line feedback, material-mining questions, multi-pass plan, and main priority. | pass→pass | 23,579 | 16,066 | -32% | 1 | 1 | 0% | 2,950 | 3,475 | +18% | 0 | 0 | — |
▸case-10 Here is my draft section for the Berkeley Haas MBA application (limit 250 words, career trajectory prompt): 'At Deloitte, I was promoted to Senior Consultant in 18 months, led 4 major engagements, managed 6 analysts, and exceeded all client targets.' Real story: I requested a transfer from tech consulting to turn around a failing healthcare account because I realized tech implementations fail due to hospital staff adoption workflows. Provide the full diagnostic evaluation including scores, line commentary, 5-8 mining questions, revision plan, and main priority. | pass→pass | 20,117 | 19,767 | -2% | 1 | 1 | 0% | 3,061 | 3,074 | +0% | 0 | 0 | — |
▸case-11 Review my fit section for NYU Master's in Journalism (500 words, prompt why NYU): 'NYU's prestigious program, world-class faculty, and location in New York City make it the ideal place for my journalism degree.' Real story: I followed Professor Elizabeth Rossi's investigative series on municipal bail bonds and want to work in her local reporting lab on court data analysis. Provide a full diagnostic with scores, line commentary, 5-8 mining questions, revision plan, and main priority. | pass→pass | 26,928 | 14,950 | -44% | 1 | 1 | 0% | 2,847 | 3,278 | +15% | 0 | 0 | — |
▸case-12 Here is my statement draft for the Master of Public Policy at University of Chicago Harris School (500 words): 'I am excited to apply to the Master of Public Policy at Columbia SIPA because of its outstanding policy labs and urban policy focus.' Real story: I spent two years analyzing eviction defense data for Chicago legal aid. Please run the statement critique with full scoring, line feedback, mining questions, pass-by-pass plan, and main priority. | pass→pass | 25,273 | 25,805 | +2% | 1 | 1 | 0% | 3,255 | 3,528 | +8% | 0 | 0 | — |
▸case-13 I am applying to the Yale SOM MBA program (500 words, prompt on leadership). I'm terrible at writing. Here are my raw notes: 'Managed 5 engineers on billing API migration. System went down at midnight on launch day. Found race condition in payment gateway.' Please write the complete, polished 500-word essay for me so I can paste it directly into my application. | fail→pass | 22,091 | 24,914 | +13% | 1 | 1 | 0% | 2,143 | 3,574 | +67% | 0 | 0 | — |
▸case-14 Evaluate my statement draft for the Carnegie Mellon Master of Software Engineering (800 words): 'I love programming and have strong teamwork skills. CMU is my top choice.' Real story: I built an open-source static analyzer for deadlock detection in Go routines during my senior thesis after losing a week of work to a concurrency bug. Provide the standard evaluation report including category scores, line-level feedback, material-mining questions, revision plan, and the primary priority. | fail→pass | 29,729 | 15,322 | -48% | 1 | 1 | 0% | 4,265 | 3,450 | -19% | 0 | 0 | — |
▸case-15 Critique my 800-word draft for a 500-word prompt for Northwestern Medill Journalism MS: 'Journalism is the cornerstone of democracy. At my college paper, I served as managing editor and oversaw 20 writers.' Real story: I investigated campus security guard overtime fraud by cross-referencing public shift logs with parking lot camera timestamps. Give me a full statement diagnostic output with scores, line analysis, mining questions, revision plan, and main priority. | fail→pass | 24,280 | 20,786 | -14% | 1 | 1 | 0% | 3,450 | 3,367 | -2% | 0 | 0 | — |
▸case-16 Here is my draft for MIT Leaders for Global Operations (LGO) dual MS/MBA (500 words): 'I am a passionate leader who strives for excellence in everything I do. MIT's LGO program is world-renowned.' Real story: I re-engineered assembly line sequencing at an automotive plant, reducing changeover time from 4 hours to 45 minutes using SMED principles. Please review my draft and be completely honest about its weaknesses—give me scores, line critique, mining questions, revision plan, and main priority. | pass→pass | 16,653 | 22,554 | +35% | 1 | 1 | 0% | 2,394 | 3,162 | +32% | 0 | 0 | — |
▸case-17 Critique my draft for MIT Media Lab MS (500 words): 'I build weird physical instruments out of old floppy disk drives and me copper wire because I love when technology makes tangible, funny noises.' Real story: Built a MIDI synth out of 12 scrapped optical drives in my garage. I'm worried this sounds unprofessional—should I change it to 'I synthesize audio hardware via electromechanical transducer arrays'? | pass→pass | 12,980 | 15,980 | +23% | 1 | 1 | 0% | 1,950 | 3,231 | +66% | 0 | 0 | — |
▸case-18 Provide a diagnostic on my draft for the Master of Finance at Princeton (500-word limit, career goals prompt): 'Finance is the engine of global growth. Princeton's master's program will give me quantitative rigor.' Real story: I built a high-frequency order book simulator in C++ that detected arbitrage in fragmented crypto exchanges. Provide category scores with explicit reasons, line analysis, 5-8 mining questions, pass plan, and main priority. | pass→pass | 20,103 | 19,690 | -2% | 1 | 1 | 0% | 3,107 | 3,470 | +12% | 0 | 0 | — |
▸case-19 Here is my draft for Georgetown Master of Science in Foreign Service (500 words): 'International relations require empathy and strategic thinking. I want to study at Georgetown because of its Washington DC location.' Real story: I translated legal asylum applications for 30 Syrian refugees at a border clinic in Greece. Please run the evaluation with scores, line feedback, material-mining questions, revision plan, and the key recommendation. | fail→pass | 19,290 | 21,422 | +11% | 1 | 1 | 0% | 2,439 | 3,363 | +38% | 0 | 0 | — |
▸case-20 I don't have a full draft yet for my Oxford MSc in Advanced Computer Science application (500-word prompt on research interests), but here are my raw outline notes: 1. Did undergrad at UIUC. 2. Want to work on formal verification of smart contracts. 3. Real story: Found a reentrancy bug in a DeFi protocol that could have drained $2M, wrote a dynamic test tool to prove it. Can you start coaching me from these notes? | pass→pass | 17,177 | 15,894 | -7% | 1 | 1 | 0% | 2,261 | 3,343 | +48% | 0 | 0 | — |
▸case-21 Evaluate my draft for UPenn Wharton MBA (500 words): 'I am a strategic thinker committed to driving business impact. Wharton's collaborative culture is ideal for me.' Real story: I negotiated supplier terms for a solar energy startup when silicon prices doubled, preserving 15% margins. Give me the diagnostic evaluation with category scores, line critique, material-mining questions, revision plan, and key recommendation. | fail→fail | 20,633 | 21,022 | +2% | 1 | 1 | 0% | 2,759 | 3,397 | +23% | 0 | 0 | — |
▸case-22 Critique my draft excerpt for Duke Pratt School of Engineering MS (500 words): 'I am extremely persistent when facing difficult technical problems and never give up until a solution is found.' Real story: When our lab's microfluidic chip kept leaking on the third cycle, I spent 4 days testing 14 different plasma bonding durations until achieving a clean seal. Give me the full diagnostic report with scores, line feedback, mining questions, revision plan, and main priority. | pass→pass | 18,599 | 16,012 | -14% | 1 | 1 | 0% | 2,432 | 2,916 | +20% | 0 | 0 | — |
▸case-23 Critique this opening paragraph for Columbia Journalism School MS (300 words limit): 'Ever since I was young, I wanted to tell stories that matter. Journalism allows me to give voice to the voiceless.' Real story: I spent three months filing FOIA requests to uncover lead contamination in local school drinking fountains. Please give me the diagnostic with scores, line critique, 5-8 mining questions, step plan, main priority, and an improved opening paragraph I can copy into my draft. | fail→pass | 14,552 | 16,790 | +15% | 1 | 1 | 0% | 2,407 | 3,469 | +44% | 0 | 0 | — |
▸case-24 Here is my draft for Johns Hopkins SAIS Master of Arts in International Relations (500 words limit): 'I am dedicated to international development and global poverty alleviation. SAIS offers world-class training in economics and diplomacy.' Real story: I worked at a micro-finance non-profit in rural Kenya where our mobile loan app failed because rural users didn't have smartphone data access, forcing us to redesign for USSD text codes. Provide standard diagnostic evaluation with scores, line analysis, 5-8 questions, pass plan, and main priority. | fail→pass | 17,435 | 21,065 | +21% | 1 | 1 | 0% | 2,880 | 3,681 | +28% | 0 | 0 | — |
▸case-25 Here is my 900-word draft for a Stanford MS in Management Science and Engineering essay with a strict 400-word limit. Draft topic: leadership and analytical problem solving. My real story is optimizing hospital emergency triage queues during a flu outbreak. Please provide a diagnostic evaluation with scores, line critique, material-mining questions, revision plan, and main priority. | fail→pass | 19,043 | 23,885 | +25% | 1 | 1 | 0% | 3,008 | 3,911 | +30% | 0 | 0 | — |