Demonstration site. The contributions, expenses, receipts and names shown here are sample data used to show how the platform works — not any society's real accounts.
Answers computed live from the same figures the dashboards use
Every number quoted here is read from the ledger at the moment you ask, so the assistant can never contradict the public dashboard.
Deterministic intent matching over the ledger — no figures are generated or guessed.