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This Week: Finance pillar focus — Inbound infrastructure + UNO delivery prep + workflow mapping
Sprint: Mar 16-22 | Active: Cold outreach + UNO delivery

Reference Stats

Numbers to know for every conversation. Sources: AFP FEP Q3 2025, TechSoup, NTEN.

Key Stats (Memorize These)

53%

CRM as Contact List

76%

No AI Strategy

54%

Incomplete Data

15-20h

Saved by Automation

82% of nonprofits use some AI (mostly ChatGPT informally)
Only 24% have a formal AI strategy
Small nonprofits adopt AI at half the rate of larger ones (34% vs 66%)
70% believe automation improves efficiency, but <33% are doing it

Donor Retention (AFP FEP Q3 2025)

31.9%

Overall Retention

14%

First-Time Donors

43.6%

Repeat Donors

~90%

Recurring/Monthly

Critical insight: The 90-day window after a first gift is the highest-leverage moment. Most small nonprofits have no plan for it. If a first-time donor makes a second gift, 59% continue beyond that.

By Gift Size

Segment	Retention
Supersize ($50K+)	56.6%
Major ($5K-$50K)	52.0%
Mid-level ($100-$5K)	~35-45%
Micro ($1-$100)	~21%

For Cold Emails (Copy-Paste)

"7 out of 10 donors don't come back next year (AFP, 2025)."

"Only 14% of first-time donors give again. But if they make a second gift, 59% continue beyond that. The 90-day window after a first gift is the highest-leverage moment in fundraising, and most small nonprofits have no plan for it."

8 Core Donor Segments

1. First-Time Donors (NEW) 14% retention

Critical window: 90 days. Most miss: no welcome series, no second ask within 90 days.

Recommend: Automated welcome email + personal thank-you + second ask at 60-90 days

2. Repeat Donors (RETAINED) 43.6% retention

Gave this year AND last year. Most miss: treated identically to first-time.

Recommend: Different comm track. Acknowledge tenure. Upgrade asks.

3. Recurring/Monthly ~90% retention

Most miss: not promoted. One-time donors never invited to convert.

Recommend: Monthly giving program + invite campaign ($25/mo = $300/yr)

4. LYBUNT Highest-ROI re-engage

Last Year But Unfortunately Not This Year. Warm. Just need a nudge. Most don't run report until year-end.

Recommend: Monthly LYBUNT report. Personal outreach for $250+.

5. SYBUNT Low-moderate ROI

Some Year But Unfortunately Not This Year (2+ years ago). Worth ONE campaign/year. Sunset after 5 years.

6. Major Donors ($1K+) High retention

Most miss: get same mass email as $25 donors.

Recommend: Named staff owner. Quarterly touch. Annual in-person. Different ask strategy.

7. Mid-Level ($250-$999) -- MOST NEGLECTED Best upgrade candidates

Too big for mass appeal, too small for major gift officer. BEST upgrade candidates. Often 2-3x their giving with minimal effort.

Recommend: Dedicated comm track. Personal thanks. Annual upgrade ask.

8. Deep Lapsed (3+ years) Low ROI

One annual reconnect touch. After 5 years, move to inactive.

3 Hidden Segments (Almost Nobody Has)

A. Engaged Non-Donors

Event attendees, volunteers, email openers who have NEVER donated. Warm -- the ask is missing.

B. Upgrade Candidates

Giving steadily increasing YoY. $100 → $150 → $200 = pattern says $300 ask.

C. CBNC (Consistent But Not Consecutive)

Gave 2020, 2022, 2024 -- not every year. CRMs flag as "lapsed" but they're actually loyal with irregular cadence.

RFM Scoring Quick Reference

Recency, Frequency, Monetary -- score each 1-5:

RFM Score	Label	Action
5-5-5	Champions	Steward heavily. Never lose these.
5-4-3	Loyal	Upgrade candidates. Ask for more.
4-1-1	New donors	Retention priority. 90-day plan.
1-5-5	At-risk high-value	RE-ENGAGE IMMEDIATELY.
2-3-2	Needs attention	Lapsing mid-level. Personal touch.
1-1-3	Deep lapsed	One annual touch, then sunset.

AI Readiness -- 5-Stage Model

Stage 1: Data Chaos ~24% of small nonprofits

Spreadsheets everywhere. "We know we need a CRM but haven't picked one yet."

Your offer: CRM selection + data audit + migration plan ($1,500-$4,000)

Stage 2: Basic CRM (LARGEST MARKET) ~53% of small nonprofits

CRM is "on" but used as a contact list. Reports are manual. Features unused. "We're paying for Neon but honestly just use it as a contact list."

Your offer: CRM optimization + dashboards + email integration + training ($2,000-$8,000)

This is your UNO project pattern. Validated. HIGH confidence.

Stage 3: Connected Systems ~23% of small nonprofits

CRM is the hub. Email syncs. Donations auto-record. "We can pull reports but it takes time."

Your offer: Integration + workflow design + advanced reporting ($3,000-$7,000)

Stage 4: Automated Workflows Less common <$5M

Automations exist but fragile. "The person who set up our Zaps left."

Your offer: Automation audit + rebuild + documentation ($3,000-$10,000)

Stage 5: AI-Ready 10-24% intentionally

All Stage 4 infrastructure + strategic AI use for specific outcomes.

Your offer: AI strategy + tool selection + pilot + governance ($5,000-$15,000+)

Data Quality Benchmarks

Metric	Stage 2	Stage 3	Stage 4	AI-Ready
Field completeness	50-70%	80%+	85%+	90%+
Duplicate rate	15-25%	<10%	<5%	<3%
Systems connected	1	2-3	3-5	All core
Cleaning cadence	Ad hoc	Monthly	Monthly	Weekly + auto

Prospect Database Stats

Subsector	Hot (75+)
Human Services (P)	236
Education (B)	202
Arts/Culture (A)	131
Community/Youth/Housing (S, O, L)	77
Total Hot	687

Warm prospects: 2,354 | Selection: Score 83+, Chicago, $500K-$3M, 15%+ growth