For many fundraising teams, donor discovery looks something like this: Identify someone with wealth and a connection to your organization, send a few emails asking for a meeting, and hope for a response.
Too often, the result is silence.
The problem isn’t always that you haven’t identified the right donor or that you are using the wrong message. It’s the timing—and the context. Just because someone has the capacity to give and a connection to your organization doesn’t mean they’re ready to meet with a major gift officer.
Today, new AI-assisted predictive models are helping organizations recognize an important third dimension in donor discovery: readiness. And through digital warming campaigns that explain the value of a relationship with a major gift officer, organizations are providing the fourth essential piece of the puzzle: context.
Capacity and Connection Aren’t Enough
Traditional prospect research focuses heavily on two indicators: wealth and affinity. These are essential signals, but they don’t tell the whole story. Many donors who appear ideal on paper simply aren’t ready to engage in a major gift conversation.
Research across the sector suggests that donor engagement often hinges on whether individuals understand the impact of their giving and feel personally connected to the organization’s work. It also hinges on the donor understanding how to explore giving in a deeper way—something that most donors don’t know how to do.
Even when donors are qualified prospects, meeting acceptance can be low if outreach comes at the wrong time and without the right context. In many fundraising programs, discovery outreach initially secures meetings with fewer than 10% of prospects, illustrating how often traditional prospect lists contain individuals who are not yet ready or don’t know how to engage.
In other words, fundraisers may be asking the right people—but at the wrong time and without the right context.
The Missing Ingredient: Donor Readiness
A productive discovery visit requires more than wealth or loyalty. Donors must also understand the value that a major gift officer (MGOs) brings to their giving experience.
MGOs help donors:
- Identify the areas of an organization where their gift can have the greatest impact.
- Navigate complex funding opportunities or multi-year commitments.
- Align philanthropy with personal values, family goals, or legacy plans.
Academic research reinforces the importance of this relational approach. A study from the Indiana University Lilly Family School of Philanthropy examining major donor relationships found that successful fundraising relationships develop through multiple stages—from an initial connection to a deeper partnership—and that fundraisers play an active role in guiding donors through this progression. The research highlights that major gifts are fundamentally relational and built through sustained engagement between donor and fundraiser.
But if donors haven’t yet been introduced to this role—or don’t see how a conversation benefits them—requests for meetings can feel unnecessary or premature.
AI is Supercharging How We Identify Engagement Opportunities
AI-assisted predictive modeling is beginning to solve this challenge. These tools analyze patterns across donor behavior—such as engagement history, digital interactions, giving cadence, and communication responses—to predict which donors are most likely to accept a discovery meeting right now, not just who could give.
As explored in BWF’s recent piece on Bespoke AI in Fundraising, modern AI models are increasingly tailored to each organization’s unique donor data and engagement signals, enabling more accurate predictions about donor behavior and readiness. These bespoke models move beyond generic wealth screening to identify actionable engagement opportunities.
Warming the Conversation Before the Ask
Prediction alone isn’t enough. Forward-thinking organizations are pairing readiness modeling with digital warming strategies that help donors understand the role of a gift officer before they’re asked to meet.
These warming campaigns share how a major gift officer brings the organization’s values into their relationships with donors. They share examples of ways that working with a gift officer can add value to their relationship with the organization. And they share a bit about how gift officers work (and why most first conversations with a donor do not include an ask).
These approaches create context for the eventual meeting. Instead of a cold outreach request, donors experience a natural progression of engagement.
Smarter Discovery, Better Donor Experiences
The future of donor discovery isn’t about sending more emails—it’s about sending the right message to the right donor at the right moment.
By combining AI-driven readiness insights with thoughtful digital engagement, organizations can ensure that when a major gift officer reaches out, the conversation feels timely, relevant, and valuable.
And when that happens, discovery stops feeling like shouting into the void—and starts becoming the beginning of a meaningful philanthropic partnership.
At BWF, we stand ready to assist you with all your donor discovery and decision science needs. Please reach out to Jodie Miner, vice president or Alex Oftelie, managing vice president, decision science. It’s a privilege to help.
