C4C Labs

Network intelligence demos

These demos show what becomes visible when plans, portfolios, and philanthropic flows are structured as networks rather than documents.

Each one takes a real dataset, applies deterministic extraction with full source traceability, and surfaces the structural patterns — concentration, bridges, latent partnerships, governance silos — that aggregate reporting tends to flatten.

What these demos have in common

Every node and edge traces back to a source — a PDF page, a 990 filing, a roster entry. Nothing is inferred or invented. That means anyone reading the graph can verify what it claims.

The graphs are curated, not comprehensive. Showing all 1,880 nodes in the Maine network would be a hairball; showing the ~15 that matter is a story. Curation is part of the work.

Structural options, not recommendations. The demos surface what is structurally possible — a pooled fund, a named delivery partner, a governance question worth asking — without claiming to know the political or operational realities of who should actually move.