Development Director
Leading major gift strategy and portfolio management
What You Do Today
Manage the major gift portfolio or oversee those who do — identifying prospects, developing cultivation strategies, and closing transformative gifts that change the organization's trajectory.
AI That Applies
AI scores and prioritizes prospects, recommends cultivation activities and timing, tracks moves management, and predicts likelihood to give based on engagement patterns.
Technologies
How It Works
The system ingests moves management as its primary data source. The processing layer applies the appropriate analytical models to the structured data, generating scored outputs that surface the most actionable insights. The output — cultivation activities and timing — surfaces in the existing workflow where the practitioner can review and act on it. The donor relationships.
What Changes
Major gift strategy is more systematic. AI ensures no prospect falls through the cracks and cultivation follows a data-informed cadence.
What Stays
The donor relationships. Major gifts close because of trust built over time through genuine, personal engagement. That's your team's most important skill.
What To Do Next
This section won't tell you what your numbers should be. It will show you how to find them yourself. Every instruction below produces a real, verifiable result in your organization. No benchmarks, no projections — just the steps to build your own evidence.
Establish Your Baseline
Know where you are before you move
Before adopting AI tools for leading major gift strategy and portfolio management, understand your current state.
Without a baseline, you can't measure whether AI actually improved anything. You'll adopt tools without knowing if they're working.
Define Your Measures
What to track and how to calculate it
Time per cycle
How to calculate
Measure how long leading major gift strategy and portfolio management takes end-to-end today, then after AI adoption.
Why it matters
The most visible improvement is speed. If AI doesn't save time, question whether it's adding value.
Quality of output
How to calculate
Track error rates, rework frequency, or stakeholder satisfaction scores before and after.
Why it matters
Speed without quality is just faster mistakes. Measure both.
Start These Conversations
Who to talk to and what to ask
your VP Operations or COO
“What data do we already have that could improve how we handle leading major gift strategy and portfolio management?”
They're prioritizing which operational processes to automate
your process improvement or lean lead
“Who on our team has the deepest experience with leading major gift strategy and portfolio management, and what tools are they already using?”
They understand the workflow dependencies that AI tools need to respect
a frontline supervisor
“If we brought in AI tools for leading major gift strategy and portfolio management, what would we measure before and after to know it actually helped?”
They see the daily reality that AI tools need to fit into
Check Your Prerequisites
Confirm readiness before you invest
Check items as you confirm them.