Jiru Systems Group
Non-Profits

Donor CRM & Fundraising Platform That Helped a Community Foundation Build Deeper Relationships and Grow Annual Giving

The community foundation replaced a fragile, spreadsheet-dependent operation with a modern donor CRM that became the operational backbone of its fundraising program. What had been the organization's most persistent source of staff frustration — manual gift entry, delayed acknowledgments, and campaign segmentation based on guesswork — was replaced by automated gift processing, AI-driven donor segmentation, and personalized acknowledgments delivered within hours of each gift. The development team shifted from administrative data management to genuine relationship-building, and leadership gained the real-time analytics needed to answer board questions about retention, lifetime value, and campaign ROI with confidence.

This is an illustrative concept we use to spark conversations with clients. It reflects the kind of thinking and approach we bring to engagements in non-profits — not a specific past project or guaranteed outcome.
Overview

A regional community foundation managing over 2,500 donor relationships and $4.2 million in annual giving had reached the limits of its spreadsheet-based donor tracking system. After 20 years of operation, the foundation had accumulated donor data across dozens of Excel files, personal notebooks, and disconnected email threads. Gift processing required manual data entry into three separate spreadsheets. Acknowledgment letters were drafted individually in Word documents, often arriving weeks after a donation was received. Campaign segmentation was effectively guesswork -- staff relied on institutional memory rather than data to decide who received which appeals.

The foundation's development team of three people spent the majority of their time on administrative data management rather than relationship-building. Board members had begun asking pointed questions about donor retention trends, but the foundation lacked the data infrastructure to answer them. Leadership recognized that without a modern donor management system, they would continue losing donors to attrition they could neither measure nor address.

JSG was engaged to design and deploy a donor CRM and fundraising platform that would centralize all donor data, automate gift processing and acknowledgments, enable intelligent campaign segmentation, and provide the analytics foundation needed to grow annual giving.

Client: Regional community foundation with 20 years of operation, managing 2,500+ donor relationships across individual, corporate, and family fund accounts. Annual giving of $4.2M distributed across community grants, scholarships, and program support.

Employee Size: 15 employees

Industry: Non-Profits

Services: - Donor Lifecycle Management & CRM Implementation - Gift Processing & Acknowledgment Automation - Campaign Segmentation & Personalized Appeals - Giving History Analytics & Retention Reporting

The Challenge

The foundation's donor management challenges had compounded gradually over two decades. What started as a manageable spreadsheet for a small donor base had metastasized into an ungovernable web of files, folders, and informal processes that no single staff member fully understood. The development director maintained a master spreadsheet with over 14,000 rows and 38 columns, but acknowledged that at least 20% of records contained outdated contact information and that gift history prior to 2018 was incomplete.

First, gift processing was painfully manual and error-prone. When a donation arrived -- whether by check, online, or at an event -- a staff member logged it into the master spreadsheet, then separately entered it into the accounting system, then flagged it for an acknowledgment letter. Each gift touched three systems with no automated connection between them. During the year-end giving surge in November and December, when 40% of annual donations arrived, the backlog grew so severe that some donors did not receive acknowledgment letters until late January. The foundation had received complaints from major donors about late tax receipts, and the development director suspected that slow acknowledgments were contributing to lapsed giving.

Second, donor segmentation was crude and inconsistent. The foundation had no systematic way to identify which donors were upgrade candidates, which were at risk of lapsing, and which had capacity for major gifts. Campaign appeals went out as blanket mailings to the entire donor list, regardless of giving history, engagement level, or affinity. A $50 annual donor received the same appeal letter as a $10,000 fund holder. Staff knew this approach was inefficient, but lacked the tools to do anything differently.

Third, reporting was a recurring crisis. Every board meeting required the development director to spend two to three days manually compiling giving reports from spreadsheets. Reconciling gift data between the master spreadsheet and the accounting system routinely revealed discrepancies that took hours to resolve. The board had requested a donor retention rate calculation for three consecutive meetings, and the development team had been unable to produce one because the data was too fragmented to track year-over-year giving patterns reliably.

Fourth, institutional knowledge was dangerously concentrated. The development director held most donor relationship context in her memory and personal notes. When she took a three-week medical leave, the remaining staff could not answer basic questions about donor preferences, giving history, or pending pledges. The board recognized this as an organizational risk that needed to be addressed before the development director's planned retirement in 18 months.

The foundation needed:

  • A centralized donor database replacing all spreadsheets with a single source of truth
  • Automated gift processing that eliminated triple data entry and connected to accounting
  • Same-day acknowledgment generation and delivery for all gift types
  • Data-driven segmentation tools for targeted campaigns
  • Real-time dashboards for board reporting and retention tracking
Our Solution

JSG designed and deployed a donor CRM and fundraising platform built on the TMX platform that unified all donor data, automated the gift-to-acknowledgment lifecycle, and introduced AI-powered segmentation and analytics capabilities the foundation had never had access to.

Key Components

Centralized Donor CRM The TMX platform served as the single source of truth for all 2,500+ donor records, consolidating data from 14 spreadsheets, the accounting system, and email campaign history. Each donor profile captured complete giving history, communication preferences, event attendance, fund affiliations, and relationship notes. A data migration process cleaned, deduplicated, and enriched existing records, resolving over 600 duplicate entries and updating 480 outdated addresses through NCOA verification.

Automated Gift Processing Pipeline An end-to-end gift processing workflow eliminated triple data entry. When a donation was received -- online, by check scan, or via event registration -- the system automatically created the gift record, classified it by fund and campaign, generated the accounting entry, and triggered the acknowledgment sequence. Check donations were processed through a batch scanning workflow that extracted amount, donor name, and fund designation using optical character recognition.

AI-Powered Donor Segmentation Azure OpenAI analyzed the foundation's complete giving history to build donor segments based on giving patterns, capacity indicators, engagement frequency, and lapse risk. The system identified upgrade candidates by detecting donors whose giving had increased in each of the past three years, flagged at-risk donors who had reduced giving or skipped their typical gift timing, and scored giving capacity using a combination of gift history and publicly available wealth indicators. Personalized appeal language was generated for each segment, adjusting tone, ask amount, and impact framing based on the donor's profile.

Acknowledgment Automation N8N workflows powered an acknowledgment engine that generated and sent personalized thank-you communications within hours of gift receipt. Letters were customized based on gift size, donor history, and fund designation. First-time donors received a welcome sequence. Major gift donors triggered a personal call task for the development director. Year-end donors received tax receipt summaries automatically in January. The system supported acknowledgment delivery via email through SendGrid and printed letters for donors who preferred physical mail.

Campaign Management & Communication SendGrid integration enabled segmented email campaigns with open and click tracking that fed back into donor profiles. Twilio SMS capabilities added a giving reminder channel for events and year-end campaigns. Campaign performance was tracked end-to-end from send to gift, allowing the foundation to calculate true ROI for each appeal for the first time.

Giving Analytics Dashboard Real-time dashboards replaced the manual board reporting process with live views of annual giving progress, donor retention rates, average gift size trends, campaign performance, and fund-level giving breakdowns. The development director could generate a complete board report in minutes rather than days.

Results

## Quantifiable Impact

  • Annual giving grew 35% from $4.2M to $5.67M within the first full fiscal year on the new platform
  • Donor retention rate improved from an estimated 58% to 74%, measured accurately for the first time
  • Average gift size increased 22% from $168 to $205 across the general donor base
  • Acknowledgment delivery time reduced from an average of 12 days to same-day for electronic and 2 days for printed letters
  • Board report preparation time dropped from 2-3 days of manual compilation to 15 minutes of dashboard review
  • Campaign response rates improved 28% after implementing AI-driven segmentation and personalized appeals
Technology Stack
  • Platform: TMX (donor CRM, gift processing, donor profile management)
  • Cloud: Microsoft Azure
  • Database: Azure SQL
  • AI & Automation: Azure OpenAI (donor segmentation, giving capacity prediction, personalized appeal generation, lapse risk scoring)
  • Workflow Orchestration: N8N (acknowledgment automation, campaign trigger workflows, gift processing pipeline, year-end tax receipt generation)
  • Email: SendGrid (segmented email campaigns, acknowledgment delivery, welcome sequences)
  • SMS: Twilio (giving reminders, event notifications, campaign alerts)
  • Reporting: Power BI (embedded giving dashboards, board reporting, retention analytics)
  • Integrations: QuickBooks (accounting sync), NCOA address verification, online giving processor API
#NonProfit#DonorCRM#Fundraising#DonorRetention#GiftProcessing#Acknowledgments#CampaignSegmentation#TMX#AzureOpenAI#N8N#SendGrid#Twilio#GivingAnalytics#CommunityFoundation
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