Nonprofit Network Discovery

These organizations were identified by comparing your query against IRS 990 filings using AI semantic search. The left column lists nonprofits whose stated missions closely match your input. The right column lists nonprofits whose reported program activities closely match. An organization may appear in both columns if it aligns on both dimensions.

This section synthesizes both result lists to surface patterns a simple list cannot show. It identifies the baseline — what almost everyone in this space is doing — the outliers — unusual or leading-edge approaches worth a conversation — the highest-priority contacts — organizations that appear in both the mission and activity lists — and the geographic story. Use this to decide who to call first and what to ask.

This map plots the locations of organizations from both the mission and activity result lists (up to 100 combined, deduplicated by EIN). Pin color indicates match strength: green = strong (≥80%), amber = moderate (65–80%), red = lower (<65%). Geographic clusters suggest regions where this type of work is most established. Click any pin for the organization's name, match score, and website link.

How to read this chart: Each dot is a nonprofit plotted using t-SNE — a technique that collapses hundreds of dimensions of AI similarity data into a 2D picture. Dots that cluster together share similar language, purpose, or program themes. The large dark dot is your query.

Why aren't the closest dots always the best matches? t-SNE preserves local groupings but distorts global distances — like folding a large map into a small square, nearby things stay near but cross-map distances lose their meaning. The grey lines connect your query to its 8 highest cosine-similarity matches calculated in full embedding space — these are your strongest matches regardless of where they appear visually on the chart. Think of the lines as "call these first" and the clusters as "explore this neighborhood."

Colors indicate NTEE nonprofit sector. Hover any dot for name, match score, and sector. Click to open the full profile.

💡 Best used for: exploring the organizations in this report, drafting outreach emails, comparing peer approaches, or understanding what specific organizations do. The assistant knows everything in this report — all missions, activities, locations, and contacts. To search a different topic, update your query above and click Discover again.