How AI Can Support Major-Gift Fundraising at Scale

Major-gift fundraising depends on personal relationships.
A donor considering a substantial contribution expects the nonprofit to understand their history, interests, previous involvement and connection to the mission.
The problem is capacity.
A major-gifts officer may be responsible for hundreds of prospects while also preparing meetings, conducting research, documenting conversations, coordinating leadership involvement and creating follow-up materials.
AI can reduce that administrative burden. It cannot replace the relationship.
Identify Promising Donors
Many nonprofits have potential major donors hidden inside their existing database.
These supporters may have given consistently, increased their gifts, attended events, volunteered, served on committees, opened fundraising emails, donated through a family foundation or supported related organizations.
AI-supported analysis can help identify patterns that staff may miss when reviewing records manually.
These signals should create research priorities—not automatic conclusions about someone’s wealth or intentions.
Prepare Better Donor Briefings
AI can organize donation history, previous correspondence, event attendance, professional background and relationship notes into a concise briefing.
The Association of Fundraising Professionals describes prospect research as a tool for informing major-gift strategy rather than replacing the fundraiser’s judgment. Read AFP’s guidance on major-gift solicitation.
The fundraiser must confirm the information and decide how it should influence the conversation.
Prioritize Portfolios
AI can group donors according to recency and frequency of giving, engagement history, program interests, relationship strength, previous responses and stage in the cultivation process.
Predictive scores should never be treated as objective truth. They reflect the quality and biases of the data supplied to the system.
Draft Personalized Follow-Up
After a meeting, AI can help prepare thank-you messages, meeting summaries, internal action lists, program updates, proposals and stewardship reports.
The draft should be based on the actual conversation and approved organizational information. The fundraiser remains responsible for the final communication.
Coordinate Relationship Knowledge
The executive director, board chair, program leader and fundraiser may each hold different pieces of information about the same donor.
When those details remain in personal notes or inboxes, the organization risks forgetting commitments, repeating questions or sending conflicting messages.
AI can help summarize relationship history and surface approved next steps, but only when staff consistently document their interactions.
Protect Privacy and Trust
Major-gift records may contain wealth indicators, family information, professional relationships and personal interests.
This information should not be copied into an unapproved public AI tool.
The Fundraising.AI Framework emphasizes responsibility, donor trust and shared accountability when AI is used in fundraising.
Efficiency does not justify intrusive profiling or manipulation.
Build on Approved Organizational Knowledge
Major-gift officers need more than donor records. They also need current program descriptions, funding priorities, gift policies, impact statistics and approved answers to common donor questions.
A secure AI Knowledge Hub such as Maisy helps organize that information within Microsoft 365 and SharePoint.
Maisy does not replace the donor database or decide who should receive personal attention. It gives fundraisers reliable access to the organizational knowledge required to conduct those relationships well.
The best use of AI is to give fundraisers more time for relationships—not to automate them away.