How AI Can Identify Major Gift Donors for Nonprofits: A Data-Driven Approach
There’s more to artificial intelligence (AI) than creating content. It’s surprising how few in the nonprofit industry are aware of that reality. The rapid development of AI now allows expert nonprofit fundraisers (like myself) to predict donor behavior – and even identify major gift donors for appeals.
How does this benefit you, the busy nonprofit executive?
Nonprofits often operate with tight budgets, limited resources and a pressing need to maximize impact. You can’t afford to spend endless hours writing grants and courting donors ALL WHILE running your organization and overseeing community programs simultaneously. While grant writing and donor cultivation remain vital nonprofit activities, you need an optimized process that identifies major philanthropists with the least amount of time and effort.
Why scramble for small donations when you can go directly to a nonprofit wellspring of support? Predictive AI is your answer.
Can AI Really Find Major Gift Donors for Nonprofits? Predictive AI is the Key.
Yes! And it’s all about a data-driven approach – supported by predictive AI – that for-profit businesses have been using for years.
At Grand River Agency, we understand the challenges nonprofits face in achieving sustainable growth. That’s why we’ve invested in a new cutting-edge certification in Artificial Intelligence for Nonprofit Marketing & Fundraising.
Not all donors are created equal. Some individuals have the capacity and inclination to contribute significantly to your cause, while others may prefer smaller, more frequent contributions.
The key to optimizing fundraising efforts lies in finding the major gift donors — those most likely to make transformative gifts.
Why Identifying Major Gift Donors is Critical
The traditional “spray and pray” approach to fundraising — sending the same appeal to every donor in your database and submitting multiple grant proposals every week — is inefficient and usually yields low returns. Your case for support document may be absolutely amazing. But if it isn’t reaching THE RIGHT prospective funders, you probably won’t achieve fundraising goals.
Nonprofits waste valuable time and resources chasing leads that may not result in substantial contributions. Instead, targeting high-impact donors through predictive AI allows you to:
1. Maximize ROI
By targeting individuals with a higher likelihood and capacity to give, you can achieve greater fundraising outcomes with fewer resources.
2. Build Stronger Relationships
High-impact donors are more likely to become long-term supporters when approached with personalized, thoughtful outreach.
3. Scale Efforts Strategically
With limited staff and time, focusing on the right donors helps your nonprofit grow sustainably.
How AI Analyzes Donor Data to Find Major Gift Donors
Predictive AI uses advanced data analytics and machine learning algorithms to sift through vast amounts of donor data, revealing patterns and insights that would be impossible to uncover manually.
Here’s how it works:
1. Donor Segmentation
This concept is far from new. You’ve been collecting data on donors for years – from demographic info to donation history to giving priorities. But this is more than keeping a spreadsheet.
AI segments donors into categories such as “major gift prospects,” “repeat donors” or “lapsed donors.” That’s also not new. You’ve also been tailoring messaging based on status markers like these for years. But predictive AI can recommend or can automatically take the next steps to engage them on their terms accordingly.
2. Predictive Analytics
By analyzing historical data, AI can predict which donors are most likely to make significant contributions in the future. For example, if a donor has a history of increasing their gift size over time or has demonstrated a strong interest in specific campaigns, predictive AI can flag them as a high-impact prospect.
Does one type of donor – or even a particular donor – tend to give only at a certain time of year? Perhaps after tax time or more specifically to honor a loved one’s birthday or holiday? AI knows that and once again suggests or takes the next appropriate step.
3. Wealth Screening
AI tools can integrate with wealth screening databases to assess a donor’s financial capacity. Platforms like DonorScope can do this – legally and ethically – by accessing financial records available to the public. By identifying individuals with the means to make major gifts, AI helps nonprofits focus their efforts where they matter most.
What next? You guessed it, it recommends or takes the next logical move in the donor cultivation process.
4. Behavioral Insights
AI tracks donor behavior across multiple touchpoints, such as email opens, event attendance and website visits. These behavioral signals provide clues about a donor’s engagement level and readiness to give. There’s a lot that can be said for the types of content
Next appropriate steps, of course. Thanks, AI!
5. Real-Time Updates
AI continuously analyzes new data, ensuring your donor insights remain up-to-date. This allows your team to act quickly on emerging opportunities and maintain momentum in your fundraising campaign.
Real-World Example: The AI Advantage in Donor Prospecting
Consider a nonprofit arts organization using predictive AI to identify major gift donors. By analyzing their database, the AI tool uncovers a group of donors who:
- Regularly attend gala events.
- Have donated to similar arts organizations in the past.
- Engage with high-value auction items during fundraisers.
- Fall within a specific income bracket based on wealth screening data.
- Are actively perusing your website or other digital content.
- Traditionally give during certain times of year.
- & More!
Your organization can now focus its efforts on building relationships with these individuals. You can promote your nonprofit value proposition in alignment with their specific interests and philanthropic goals. This targeted approach not only increases the likelihood of major gifts but also strengthens donor loyalty.
Why Grand River Agency is Uniquely Positioned to Leverage AI to Boost Your Nonprofit Fundraising
At Grand River Agency, we don’t just leverage AI tools — we offer expertise. Being certified in Artificial Intelligence for Nonprofit Marketing & Fundraising, I lead a nonprofit fundraising team with a deep understanding of both the technology and the unique challenges nonprofits face.
Here’s what sets us apart:
1. Tailored Solutions for Nonprofits
We understand that every nonprofit has its own mission, audience and challenges. We work closely with your team to customize AI strategies that align with your specific goals and needs.
2. Human-Centered Approach
While AI provides powerful insights, it’s the human touch that transforms those insights into action. Our team ensures that every data-driven strategy is executed with care, empathy and a focus on building authentic donor relationships.
We invite prospective funders to partner in your nonprofit mission.
3. Ethical Data Practices
Transparency and ethical data use are at the core of our approach. We ensure that artificial intelligence is used responsibly, respecting donor privacy and maintaining trust. We also help clients to develop a formal AI policy to ensure trust and transparency in their AI practices.
4. Comprehensive Services
From donor segmentation to personalized outreach and campaign optimization, we provide end-to-end support to help you get the most out of AI technology.
Final Thoughts: Predictive AI Offers a Data-Driven Approach to Courting Major Gift Donors
AI is no longer the future of nonprofit fundraising — it’s the HERE and NOW! By harnessing the power of AI to identify high-impact donors, nonprofits can make smarter decisions, build stronger relationships and achieve greater impact.
Grand River Agency is here to help you navigate this exciting new frontier. With our expertise and certification in AI, we’ll empower your nonprofit to thrive in today’s competitive fundraising landscape.
If you need help, contact me today at ke****@gr**************.org.

President and Founder, Grand River Agency
With over 19 years of diverse experience in print journalism, digital media marketing, and nonprofit administration, Kelsey Boudin founded Grand River Agency (formerly Southern Tier Communications Strategies) in 2020. The agency specializes in offering contract-based strategic communications, content marketing, grant proposals, website design, and public relations services to small businesses and nonprofits. Kelsey’s career spans roles as an editor, content creator, and grant writer, reflecting his expertise in leading successful digital marketing campaigns, securing funding, and executing various projects.