Small nonprofits often assume major-gift fundraising belongs to large institutions with dedicated prospect researchers, expensive databases and full development departments.
That assumption leaves money on the table.
Many smaller organizations already know people with the capacity and interest to make significant gifts. The problem is that the evidence is scattered across donation records, event lists, volunteer history, board relationships and employee memories.
AI can help organize those signals and identify where fundraisers should look more closely. It should not decide who deserves attention or replace personal relationships.
Start With Existing Supporters
The strongest major-gift prospects are often already connected to the organization.
Look for donors who have:
- Given consistently for several years
- Increased their gifts over time
- Supported several campaigns
- Attended events
- Volunteered regularly
- Introduced other supporters
- Served on committees
- Asked detailed questions about programs
- Given through a business, foundation or donor-advised fund
A donor’s current gift size does not tell the whole story.
Prospect research should consider both capacity and inclination. Wealth alone does not prove that someone wants to support the organization. AFP guidance similarly distinguishes financial capacity from genuine interest and treats research as an input to human fundraising judgment. (afpglobal.org)
Use AI to Organize Engagement Signals
AI-assisted analysis can help group supporters based on recency, frequency, changes in gift amount, event participation, volunteer involvement, email engagement, program interests and existing relationships.
The system might identify donors who have given every year, attended multiple events and recently increased their contribution.
That does not mean they should immediately receive a major-gift solicitation. It means they may deserve a personal conversation.
Build a Simple Qualification Process
A basic qualification process can answer four questions:
- Does the person have a meaningful connection to the mission?
- Have they demonstrated consistent engagement?
- Is there evidence they may have greater giving capacity?
- Is there someone in the organization who can strengthen the relationship?
AI can prepare a summary, but an employee should verify the information.
Use Public Information Carefully
Public sources may include company biographies, foundation tax filings, board memberships, business ownership, published gifts, professional associations and news coverage.
Research should remain relevant to the fundraising relationship. The goal is to understand philanthropic interests—not to construct a surveillance file.
Create Personal Cultivation Plans
AI can help create a draft cultivation plan including a thank-you call, program update, leadership meeting, site visit, discussion, volunteer opportunity or report connected to the donor’s interests.
Recent Candid research indicates that major donors increasingly value direct engagement, tangible outcomes and opportunities to participate in discussions about the work. (candid.org)
Involve the Board
Board members often possess relationship knowledge that does not appear in the donor database.
AI can help organize relationship mapping, but board members should decide which introductions are appropriate.
Keep the Relationship Human
AI can identify patterns, prepare briefs and suggest next steps. It should not independently send major-gift requests or make claims about a donor’s ability to give.
Major gifts grow from trust, listening and sustained involvement.
Organize the Knowledge Behind the Ask
A secure AI Knowledge Hub such as Maisy helps organize approved program information, campaign goals and gift policies inside Microsoft 365 and SharePoint.
Maisy does not replace the CRM or choose prospects. It gives fundraisers reliable information needed to build credible relationships.
Small nonprofits do not need hundreds of wealthy names. They need a manageable group of engaged supporters, better-organized information and a disciplined process for turning interest into deeper relationships.





