Three-Layer Architecture
How CivicGraph Works
Three layers of market intelligence: raw financial flows, entity relationships, and community evidence. Every number on this page is live from our database.
6 Data Sources
LIVEGrant Engine
Supabase Database
Web App + Agents
Transparency
Data Coverage
How much of Australia's funding data we've collected, enriched, and made searchable.
Data Pipeline Status
1Data Sources
Layer 1 (Money) pulls from 20+ sources across government procurement, grants, political donations, tax transparency, charity finances, and corporate filings. Every source has a scraper that handles its unique format — RSS feeds, CKAN APIs, HTML scraping, open data portals, and JSON APIs.
2AI Enrichment
Raw registry data only tells you an organisation exists. Our AI profiler scrapes websites and annual reports with Jina + Firecrawl, then extracts giving philosophy, focus areas, application tips, grant ranges, board members, and wealth sources. We rotate across 9 LLM providers (MiniMax, Gemini, DeepSeek, Groq, Kimi, Perplexity, OpenAI, Anthropic, and more) using free tiers first to keep costs near zero. Grant descriptions are enriched the same way — scraping source URLs with Cheerio and extracting eligibility criteria, deadlines, and funding amounts. Social enterprises get the same treatment — AI-generated profiles with sectors, services, impact areas, and certifications from ORIC, Social Traders, BuyAbility, B Corp, and state directories.
3Layer 2: Market Intelligence
The entity graph connects 99,000+ entities across datasets — linking charities to their contracts, donations, tax records, and corporate relationships. Layer 2 turns raw data into market intelligence: who connects to whom, where money concentrates, and which communities are underserved. Reports update automatically as new data arrives.
4Layer 3: Community Proof
The proof layer connects financial data to community evidence via Empathy Ledger — governed impact stories verified by the communities they describe. Meanwhile, 45+ autonomous agents keep the data fresh: the Grant Monitor runs daily, the Foundation Watcher checks websites weekly, and the Entity Resolver links records across datasets. Every agent run is logged for full transparency.
What's Coming Next
CivicGraph — Infrastructure for Fairer Markets. All code, scrapers, and data pipelines are public.