Public AI‑backed Prediction Ledger

An openly searchable database that ingests, timestamps and evaluates tens of thousands of public predictions using automated methods (AI to match claims to outcomes) so forecasts can be audited, ranked, and statistically analyzed. Such a ledger makes pundit accountability measurable and lets researchers test forecasting methods across decades and domains. — If widely adopted, a public, AI‑driven prediction ledger would shift how media, policymakers and markets weigh expert claims by supplying reproducible accuracy records and reducing reputation‑based authority.