Write Grant Proposals with AI

I am preparing to write a grant proposal for [funding agency and program, e.g., 'NIH R01 under NIMH PA-23-100' / 'NSF Sociology Program' / 'Gates Foundation Grand Challenges' / 'Robert Wood Johnson Foundation Health Policy Fellows']. Help me analyze the funding opportunity and calibrate my pitch. **Funding Opportunity Announcement (paste the key sections):** [Paste the program description, objectives, review criteria, and any specific areas of interest from the FOA — or paste the URL if it is publicly accessible] **My proposed research in plain language:** [2-3 sentences describing what you want to study, using your own words, not grant-speak] **My preliminary data (if any):** [Brief description of what you have already done that demonstrates feasibility] Please analyze: 1. **What is this funder actually trying to accomplish?** What problem are they trying to solve? What does success look like to them in 5 years? Strip out the bureaucratic language and tell me the real strategic goal. 2. **How well does my proposed research fit?** Be honest — is my research genuinely addressing their priorities, or am I torturing a fit? What is the strongest version of my fit argument? What is the weakest? 3. **What language and framing do they respond to?** What terms appear repeatedly in the FOA? What frameworks or theoretical approaches do they seem to endorse? What outcomes do they use to define success? 4. **What gaps or priorities have they explicitly stated they want to fund?** Are there any statements in the FOA that I should directly echo in my specific aims? 5. **What are the review criteria and how should they weight my writing decisions?** If significance is weighted most heavily, I should spend more proposal real estate establishing it. Help me understand the relative importance of each criterion. 6. **What would make my proposal fundable vs. not fundable?** Based on the FOA and what I have told you about my research, what are the 2-3 things I absolutely must nail to be competitive?

I need to write the Specific Aims page for my [NIH R01 / R21 / K-award / other grant type]. This is the most critical page of my application and I need it to be excellent. **The problem I am addressing:** [2-3 sentences: what is the problem, why does it matter, what is currently missing] **My long-term goal:** [The big-picture vision — what will be true in 10-20 years if your research program succeeds] **My central hypothesis:** [The specific testable claim your proposed research will investigate] **My preliminary data that supports this hypothesis:** [What you have already done that makes this hypothesis credible and the research feasible] **My proposed specific aims (draft):** Aim 1: [Title] — [What you will do and what you expect to find] Aim 2: [Title] — [What you will do and what you expect to find] Aim 3 (if applicable): [Title] — [What you will do and what you expect to find] **The expected impact:** [What changes about the field or clinical practice if your aims are achieved] Please help me: 1. **Evaluate the opening paragraph** — Does it establish the problem with urgency? Does it use specific numbers/statistics where possible? Does it end with a clear 'however' or 'yet' that creates the gap my research fills? 2. **Evaluate the aims** — Are they parallel in structure? Does each aim stand on its own, or does Aim 2 fail if Aim 1 fails (reviewers hate this)? Are they achievable in the grant period? 3. **Evaluate the logic flow** — Does the page tell a story: problem → gap → my approach → why I can do this → expected impact? Or does it just list activities? 4. **Sharpen the language** — Identify any sentences that are passive, vague, or bury the key information at the end. Academic writing often does this; grant writing cannot afford to. 5. **Write a revised draft of the opening paragraph** showing me how a stronger version reads. I will then adapt it in my own voice. 6. **Identify the 3 reviewers' questions this page does NOT yet answer** that it should.

I have drafted my [Significance / Innovation / Approach] section for my grant proposal and need detailed feedback. **Grant context:** - Funder and program: [e.g., NIH NIMH R01] - My central hypothesis: [one sentence] - My specific aims: [list them briefly] **My draft [Significance / Innovation / Approach] section:** [Paste your draft — aim for the actual draft text, not an outline] **For Significance, please evaluate:** 1. Do I establish the prevalence/burden of the problem with specific data? Or do I use vague language like 'this is a significant problem'? 2. Do I accurately characterize what IS known and then clearly identify what is NOT known? Or do I understate existing knowledge (which makes me look uninformed) or overstate it (which makes my work seem unnecessary)? 3. Do I explain why it matters NOW — why this question is urgent and timely? 4. Does my significance argument directly connect to my specific aims, or does it feel like it could belong to any proposal in this area? **For Innovation, please evaluate:** 1. Do I explain what is new about my approach compared to existing methods, theories, or frameworks? Or do I just say my work is 'novel' without demonstrating it? 2. Do I acknowledge prior work in this direction without dismissing the field? 3. Do I explain why the innovation matters — what can be done with my approach that could not be done before? **For Approach, please evaluate:** 1. Does each aim have a clear rationale, design, methods, expected outcomes, and potential problems with alternatives? 2. Have I addressed the most likely reviewer objections — sample size, validity of measures, feasibility, alternative interpretations of results? 3. Is my timeline realistic and does it fit within the grant period? 4. Do I have mitigation strategies for the most likely failure points? For each issue you identify, tell me what specifically to add, remove, or reframe.

I have a draft of my grant proposal for [funder and program]. I need you to act as a rigorous, somewhat skeptical study section reviewer and identify the weaknesses in my proposal. **My specific aims (paste the full aims page):** [Paste your aims page] **Key elements of my approach:** [Paste a summary of your methodology — study design, sample, measures, analysis plan] **My preliminary data:** [Summarize what preliminary data you have] **My team (PI and key personnel with relevant qualifications):** [Brief description of PI and team qualifications] As a study section reviewer, please: 1. **Identify the 5 most likely critiques** — What will reviewers put in the 'Weaknesses' section of their critique? Be specific and harsh. Generic critiques like 'the study needs more detail' are not useful — I need 'the sample size of 50 is inadequate to detect the proposed effect size given the expected variability in this population.' 2. **Score the reviewers' major concerns by likely impact on score** — Which of these critiques is most likely to kill fundability vs. which is a fixable weakness? 3. **Identify the weakest section of my proposal** — If you had to bet on where I will lose the most points, which section is it and why? 4. **Test my feasibility claims** — Do I have the personnel, resources, access to participants/data, and timeline to actually do what I am proposing? What is the most plausible way this project could fail to execute? 5. **Check my logic** — Is my hypothesis supported by my preliminary data and the literature as I describe it? Or am I making a logical leap somewhere that a reviewer will notice? 6. **Suggest the 3 highest-priority revisions** — If I have one week before submission, what should I fix first?