Prompt #10 - Grant Research and Fit Analysis

Grant research. The task on your to-do list that is both critically important, stuffed into filler time, and never gets completed because there is always more to do. Some of you crazy fundraisers out there may love it. You do you. For the rest of us, AI can help. And AI is probably better at it than you are. I'm sorry, but this is one area where its speed and accuracy are awe inspiring.

It's Thursday. You have a list of funders someone gave you three years ago, a bookmark folder full of websites you've never fully read, and approximately forty-five minutes between now and your next meeting to figure out if any of them are worth pursuing.

Grant research is absolutely not simple. A good fit analysis — really understanding whether your organization's work matches what a funder is looking for — can take hours. And doing it wrong is expensive. Not just in time, but in the very real cost of writing a proposal for a funder who was never going to say yes.

I just did something in another chat that I want to show you. I asked AI to find active RFPs for a nonprofit supporting refugee women in Seattle, and then I asked it to review a specific funder's RFP and evaluate whether a specific organization was a good fit. Quick question, copied and pasted two URLs. If you try nothing else with AI, try this.

What came back was awesome.

In minutes — not hours — AI pulled five active funding opportunities, ranked them by relevance, explained the eligibility requirements for each, identified the strongest match, and then gave me a detailed fit analysis of one specific RFP against one specific organization's model. It flagged the alignment, named the gaps, identified the risks, and gave a clear recommendation — including the name of the program manager to contact with qualifying questions.

That is hours of work. Done in minutes. For free.

Why This Is So Helpful

Grant research is the engine of nonprofit sustainability — and it's also one of the most time-consuming, unglamorous, and frequently neglected parts of development work. In small shops, it often falls to whoever has twenty minutes and a strong cup of coffee. In larger organizations, it gets assigned to the most junior staff member. Either way, it rarely gets the strategic attention it deserves.

AI doesn't replace the judgment, the relationships, or the writing that makes a grant application successful. But it can dramatically accelerate the front end of the process — helping you find the right opportunities, rule out the wrong ones, and walk into the proposal process with a clear-eyed understanding of your fit before you write a single word.

This prompt is also safe from a privacy standpoint. You're sharing publicly available information about your organization and a funder — nothing sensitive, nothing confidential.

The Prompt — Part 1: Find Active RFPs

✂️ COPY THIS PROMPT — Grant Research

"I'm looking for active RFPs and grant opportunities for a nonprofit that [DESCRIBE YOUR MISSION AND PROGRAMS IN 2-3 SENTENCES]. We are located in [YOUR CITY/STATE] and serve [DESCRIBE YOUR TARGET POPULATION]. Please find currently open or soon-opening funding opportunities that match our work, ranked by relevance. Include deadlines, funder names, and brief descriptions of each opportunity."

📌 Privacy tip: Use general descriptions of your work and population. No need to include staff names, financials, or confidential program details at this stage.

📌 How to use it: Paste into ChatGPT, Claude, Gemini, or Copilot. Review the list and identify the two or three strongest matches. Then move to Part 2.

The Prompt — Part 2: Fit Analysis

✂️ COPY THIS PROMPT — Grant Fit Analysis

"Please review this RFP: [PASTE THE RFP URL OR KEY REQUIREMENTS]. Then review this organization: [PASTE YOUR WEBSITE URL]. Give me a detailed fit analysis that includes: Where we align strongly, Where there are gaps or risks, Whether you recommend we apply, and What questions we should ask the funder before submitting."

📌 Privacy tip: Stick to publicly available information about your organization from your website.

📌 How to use it: Paste into ChatGPT, Claude, Gemini, or Copilot. Read the analysis carefully. Use it to make a go/no-go decision before you invest writing time. If AI recommends reaching out to the funder first — do it.

What a Good Fit Analysis Looks Like

Here's what AI produced when I ran this exercise for a Seattle-based refugee artisan organization against a state employment and training RFP:

It identified strong alignment on target population, employment focus, and cultural competency. It flagged two significant risks — the need for a DSHS data-sharing agreement the organization likely didn't have, and performance metrics that might not match the organization’s social enterprise model. It recommended the organization contact the program manager directly before applying. It even provided the program manager's name and email address.

That level of analysis — clear, specific, actionable — would normally take a seasoned development professional two to three hours to produce. AI did it in under two minutes.

A Few Tips to Make It Even Better

Be specific about your model. The more clearly you describe what you actually do — not just your mission, but your program model — the more accurate the fit analysis will be. Make sure your website is specific if you plan to use this technique. "We provide job training" is vague. "We provide artisan skills training and paid production work to refugee women, resulting in their first U.S. paychecks" is specific and will produce a much sharper analysis.

Take the gaps seriously. One of the most valuable things AI does in a fit analysis is name what doesn't fit. Don't skip past those sections. A grant you're not quite right for is often more expensive to pursue than one you pass on.

Follow up on the funder questions. When AI recommends you reach out to a funder before applying — do it. That outreach is itself a relationship-building opportunity, and it can save you enormous time if the answer is "no, you're not eligible."

Use it as a go/no-go tool. The goal of this prompt isn't to write the grant. It's to decide whether to write the grant. Treat it that way and it will save you more time than almost anything else in your development workflow.

The Bigger Picture

Grant research done well is strategic. It's the difference between a development calendar full of strong prospects and one full of long shots. It's the difference between a team that feels like it's winning and one that's exhausted from applications that never pay off.

AI makes it possible for even the most under-resourced development shop to do this work with the rigor it deserves. Not perfectly, because you still need human judgment, funder relationships, and the ability to write a compelling story. But faster and smarter.

This is Prompt #10 in the Nonprofit AI Studio Prompt Library. Follow us on LinkedIn and Instagram @nonprofitAIstudio so you never miss a new prompt. Visit us at nonprofitaistudio.org to access the full library as it grows.