Whether you're curious about the future, tracking global risks, building an app, or studying forecasting — Seldon Vault has something for you.
This section walks through real-world scenarios where Seldon Vault provides value. Each use case explains what the platform can (and can't) do, so you can decide if it fits your needs.
The big question. An honest look at what AI forecasting can and can't do — with specifics on how Seldon Vault approaches the problem using multi-agent analysis, Bayesian reasoning, and public accuracy tracking.
Navigate the information noise. Hundreds of news articles daily, conflicting narratives, editorial spin. Seldon Vault distills the signal from the noise with structured, probabilistic analysis from eleven specialist analysts with opposing cognitive biases.
Real-time risk monitoring for analysts, researchers, businesses, and journalists. Automatic crisis detection, Cascade Narratives, SSE subscriptions, and regional breakdowns — all through a free API and interactive world map.
Who forecasts better — AI or humans? A nuanced look at the strengths and weaknesses of each, what Philip Tetlock's superforecaster research tells us, and why the answer is probably "both, together."
The science of prediction. Brier Scores, Bayesian reasoning, calibrated probability, cognitive biases, and the Five Pillars framework. A practical introduction for anyone who wants to think more clearly about the future.
For developers. 30+ endpoints, no authentication required, real-time SSE, and code examples in Python and JavaScript. Build risk dashboards, Telegram bots, research datasets, or custom analytics — all for free.
Natural disasters and climate events. Seldon Vault can't predict earthquakes, but it monitors the conditions and consequences — droughts triggering food crises, displacement leading to political instability, and the cascade effects that connect environmental events to human outcomes.
Cybersecurity predictions. A dedicated Cybersecurity Analyst agent tracks APT campaigns, ransomware trends, infrastructure vulnerabilities, and information warfare — with the multi-domain advantage of connecting cyber events to geopolitics and economics.