Contributed by DonorSearch by EverTrue
Terms like predictive, generative, and agentic AI are everywhere. But what do these tools mean for your organization’s operations?
A working knowledge of these concepts can shape how you identify, cultivate, and steward major donors. This overview breaks down what predictive, generative, and agentic AI each does and how they function together to support a major gift fundraising program, from prospect identification to outreach.
What’s the difference between predictive, generative, and agentic AI for nonprofits?
Here’s an easy way to remember:
- Predictive AI helps predict which donors are likely to give or engage. This might include prospect research and wealth screenings on major donors.
- Generative AI helps you generate personalized fundraising communications. This might include free tools like ChatGPT and the Fundraiser Bot.
- Agentic AI acts like your agent, performing fundraising tasks automatically. This might include surfacing priority donors and triggering next steps.
Predictive AI for nonprofits: Identifying potential outcomes
Predictive AI helps determine what is likely to happen in the future. These models take in historical data to forecast future outcomes. If you’re assessing whether a prospective major gift fundraising candidate is likely to donate, or what the most likely outcome of your next event is, predictive AI can analyze donor behavior for individuals and entire groups to calculate logical fundraising outcomes.
For example, modern prospect research databases evaluate your donor records to identify individuals with both high financial capacity and clear philanthropic intent. This simplifies the initial research process, and predictive AI can continually take in new data to change its assessments, ensuring your team is always targeting its strongest prospects.
Generative AI for nonprofits: Crafting what to say
Generative AI can help you hone your message and craft compelling, personalized communications. Behind the scenes, large language models process vast amounts of information from their training datasets and the open web to generate new text.
AI fundraising tools with generative capabilities synthesize information about your mission, programs, and donors to draft emails to donors, presentations for sponsors, grant application outlines, or any other content you need. Refine AI outputs to ensure your messages are crafted to your nonprofit’s exact needs and retain a human touch, while generative AI saves time spent on brainstorming, drafting, and research.
Agentic AI for nonprofits: Managing the how and when
While predictive models analyze data and generative tools write text, agentic systems perform tasks automatically.
An agentic workflow functions like an autonomous assistant. For example, if a high-capacity donor registers for an event, the agentic system detects the registration, triggers a background wealth screening, prompts the generative tool to draft a personalized follow-up message, and adds the ready-to-send draft to your task list.
The system automatically completes background administrative tasks, so your gift officers can focus on the human connection needed for fundraising. In major gift fundraising programs, where a single relationship can represent a six- or seven-figure potential gift, freeing up time for your team can significantly increase the revenue your organization receives.
Creating your major gift fundraising workflows
Understanding AI technology requires viewing these solutions as a single ecosystem instead of a collection of separate tools:
- Predictive AI identifies your audience
- Generative AI helps you craft communications
- Agentic AI manages the underlying logistics
This framework can help you work toward your mission without exhausting your nonprofit’s time or resources.
By automating how you identify giving prospects (predictive), craft your message (generative), and coordinate outreach (agentic), these systems help your team spend their time on donor engagement and relationship building rather than on backend administrative tasks.
Here’s what this ecosystem may look like inside your nonprofit CRM:
- Predictive: Identify major donor prospects who have an affinity for your cause
- Generative: Instantly create targeted appeals that resonate with major donors
- Agentic: Trigger personalized thank-yous or check-ins after meetings and calls
With an all-in-one nonprofit CRM like DonorPerfect, all of the above can be managed in one system, customized to your mission needs, and restricted to the appropriate team members. This ensures your staff stays on the same page without manual workarounds, duplicate entries, or missed opportunities.
Want more tech advice for major gift fundraising?
Whether you’re new to your organization or have decades of relationships under your belt, our free guide shows you how to strengthen major gift fundraising using donor and community data to find prospects who are likely to support your mission.
Your Guide to Major Gift Fundraising
Created with nonprofit experts from DonorSearch by EverTrue
