▸case-01 I need to contact a former senior colleague on LinkedIn who moved to Stripe to ask about a referral for an open Senior PM role. We worked together two years ago on the search team. Could you draft the message for me? Please include the customized outreach text, a breakdown of how the ask is sized appropriately, a note on offering value or minimizing her effort, and instructions for a single follow-up including timing and text. | fail→pass | 19,409 | 15,290 | -21% | 1 | 1 | 0% | 2,253 | 2,395 | +6% | 0 | 0 | — |
▸case-02 I'm planning to cold email a VP of Engineering after watching her recent conference presentation on microservices resilience. I want to ask for her advice on service mesh migration. Please craft the outreach email, and along with the message, provide an analysis of the request's scope, ideas for bringing value or easing her effort, and a single follow-up reminder draft with recommended timing. | pass→pass | 14,483 | 10,663 | -26% | 1 | 1 | 0% | 2,261 | 2,733 | +21% | 0 | 0 | — |
▸case-03 I want to reach out via LinkedIn to a college alumnus who is now a Principal at a climate tech VC firm to get career advice on entering the space. Can you write the message tailored for this scenario? In addition to the draft, please specify the exact scope of the ask, how to offer something in return or lower friction, and a one-time follow-up plan with a light message. | pass→pass | 19,720 | 9,343 | -53% | 1 | 1 | 0% | 2,214 | 2,348 | +6% | 0 | 0 | — |
▸case-04 I want to email my former engineering manager who I haven't spoken to in 3 years. I'm thinking of asking him for a 1-hour coffee chat next week so we can catch up on everything at his new company and my job hunt. Can you write this email and include notes on request sizing, value addition, and follow-up strategy? | pass→pass | 14,709 | 16,186 | +10% | 1 | 1 | 0% | 2,329 | 2,665 | +14% | 0 | 0 | — |
▸case-05 I need a warm intro from a former colleague to a design director at Figma. I drafted a 500-word biography detailing my whole career trajectory to include in my message for him to forward. Please refine this outreach package, ensuring it includes the outreach text, scope sizing, friction reduction, and follow-up guidance. | pass→pass | 21,361 | 16,355 | -23% | 1 | 1 | 0% | 2,823 | 2,790 | -1% | 0 | 0 | — |
▸case-06 I want to cold email a tech founder after reading her recent article on scaling remote engineering teams. I was planning to ask "Can I pick your brain about leadership over Zoom?" Please draft the outreach email along with ask sizing analysis, value/friction notes, and follow-up instructions. | fail→fail | 21,057 | 13,900 | -34% | 1 | 1 | 0% | 2,536 | 2,331 | -8% | 0 | 0 | — |
▸case-07 I am messaging an in-house recruiter at Anthropic on LinkedIn. I want to tell her that I'm desperate for a job and ask her to look over my profile to tell me which of their 20 open roles suits me best. Please write the LinkedIn message along with request scope breakdown, effort minimization approach, and follow-up instructions. | pass→pass | 19,220 | 11,701 | -39% | 1 | 1 | 0% | 2,268 | 2,751 | +21% | 0 | 0 | — |
▸case-08 I found a staff engineer at Datadog on LinkedIn who went to my university. I want to send him a cold message asking him to immediately upload my resume into Datadog's internal employee referral portal for a Staff Backend Engineer position. Please draft the outreach message, along with the request sizing analysis, give-value angle, and follow-up plan. | fail→fail | 21,422 | 15,495 | -28% | 1 | 1 | 0% | 2,474 | 3,214 | +30% | 0 | 0 | — |
▸case-09 I want to email a VP of Product in my city to ask if she would agree to three 45-minute weekly mentoring sessions with me as I transition into product management. Please draft the outreach email, and provide the ask sizing assessment, value/friction angle, and follow-up guidelines. | fail→pass | 23,082 | 18,881 | -18% | 1 | 1 | 0% | 2,701 | 3,101 | +15% | 0 | 0 | — |
▸case-10 I sent a cold email to a marketing director 5 days ago asking a question about her campaign strategy, but haven't heard back. I want to setup an automated sequence that sends 4 follow-up emails over the next week to demand a response. Can you write the outreach follow-up strategy, including message text, request scope, effort minimization, and follow-up rules? | fail→pass | 19,360 | 15,812 | -18% | 1 | 1 | 0% | 2,366 | 2,763 | +17% | 0 | 0 | — |
▸case-11 I want to email the host of a popular DevOps podcast to ask if I can come on as a guest. I want to attach my 20-page case study whitepaper and ask him to review it before a 30-minute prep call. Please write the outreach email and provide the required ask sizing, value proposition, and follow-up strategy. | pass→fail | 21,408 | 11,951 | -44% | 1 | 1 | 0% | 2,690 | 2,839 | +6% | 0 | 0 | — |
▸case-12 I'm starting a B2B SaaS startup and want to email a former client to get feedback. I want to invite him to a 2-hour product workshop and ask him to review our 30-slide pitch deck. Please write the message, along with ask sizing, give-value strategy, and follow-up rules. | fail→pass | 19,218 | 20,446 | +6% | 1 | 1 | 0% | 3,054 | 3,350 | +10% | 0 | 0 | — |
▸case-13 I want to reach out to a Data Science Manager at Netflix on LinkedIn. I plan to send a generic template that says 'Dear Hiring Manager, I am a highly motivated data scientist seeking open roles at your company.' Please refine this into a proper outreach message along with ask sizing, give-value angle, and follow-up guidance. | pass→pass | 21,175 | 16,234 | -23% | 1 | 1 | 0% | 2,587 | 2,745 | +6% | 0 | 0 | — |
▸case-14 I need to email my undergraduate thesis advisor whom I haven't spoken to in two years to ask for three custom graduate school recommendation letters due in two days. Please draft the email and supply notes on request scope sizing, minimizing effort, and follow-up guidelines. | pass→pass | 17,669 | 18,500 | +5% | 1 | 1 | 0% | 2,214 | 2,996 | +35% | 0 | 0 | — |
▸case-15 I met a Lead Security Engineer at AWS at a conference 6 months ago. I want to message her on LinkedIn asking for a 45-minute call and an immediate intro to AWS executive leadership. Please write the outreach message, including the request scope breakdown, friction minimization, and follow-up timing. | fail→pass | 16,152 | 12,613 | -22% | 1 | 1 | 0% | 2,642 | 3,067 | +16% | 0 | 0 | — |
▸case-16 I want to cold email a Lead Product Designer at Airbnb. I wrote a four-paragraph story about my entire journey from high school art class to changing careers into UX design. Please draft the outreach email and provide the scope analysis, give-value angle, and follow-up timing. | fail→fail | 21,590 | 15,651 | -28% | 1 | 1 | 0% | 2,584 | 2,540 | -2% | 0 | 0 | — |
▸case-17 I am reaching out to a former team member on Slack who now works at Stripe. I want to ask him to critique my entire resume, write a formal review, and set up a call with the internal recruiter. Please draft the outreach message, ask sizing analysis, effort-minimization angle, and follow-up rules. | pass→pass | 22,058 | 17,265 | -22% | 1 | 1 | 0% | 2,568 | 2,940 | +14% | 0 | 0 | — |
▸case-18 I want to cold email the lead maintainer of an open-source Rust library. I want to ask him to spend an hour conducting a live 1-on-1 code review of my personal project. Draft the email for me along with ask sizing, give-value angle, and follow-up timing. | fail→fail | 16,663 | 20,180 | +21% | 1 | 1 | 0% | 2,692 | 3,213 | +19% | 0 | 0 | — |
▸case-19 A mutual friend is connecting me via warm email to the VP of Operations at a major logistics company. I want to send my 50-page business proposal and demand a 60-minute pitch meeting. Draft the outreach email along with request scope analysis, value angle, and follow-up guidance. | pass→pass | 20,696 | 12,278 | -41% | 1 | 1 | 0% | 2,358 | 2,806 | +19% | 0 | 0 | — |
▸case-20 I just received a written job offer for a Senior Software Engineer position with a base salary of $150,000, but I want to negotiate it up to $165,000 based on competing market offers. Can you draft a professional salary negotiation counter-offer email for me to send to the HR recruiter? | pass→fail | 8,283 | 16,010 | +93% | 1 | 1 | 0% | 1,543 | 2,711 | +76% | 0 | 0 | — |
▸case-21 I am writing my annual performance review self-assessment at my current company. I need to summarize my key accomplishments in project management, leadership, and cross-functional delivery over the past year for my manager. Can you write my performance review writeup? | pass→fail | 18,514 | 13,807 | -25% | 1 | 1 | 0% | 2,030 | 2,220 | +9% | 0 | 0 | — |
▸case-22 I am applying for a Data Analyst role at Spotify through their online career application portal. Can you write a full formal three-paragraph cover letter addressed to the hiring committee detailing my data visualization experience and passion for audio technology? | pass→fail | 13,881 | 16,479 | +19% | 1 | 1 | 0% | 1,504 | 3,471 | +131% | 0 | 0 | — |