See Marginal AI in action.
A guided walkthrough through the product. Each chapter focuses on one capability: agentic reports; plots, chart cards, and financial metrics; company and industry sorting; industry studies; specialist chat; and general intelligence chat. Click any chapter below to jump.
The full tour
Hover the timeline markers to jump to a chapter, or click any chapter below.
Featured demo
Marginal AI vs Claude Opus 4.7 (Adaptive Thinking).
Same query. Same event. Two different systems. Watch how a domain-specialized agent handles extraordinary-event intelligence compared to a general frontier model.
By feature
Short, focused clips.
Prefer a single feature at a time? Each clip below is two to three minutes.
Agentic reports
Plots, Chart Cards, and Financial Metrics
Industry Studies
Company & industry sorting
General Intelligence Chat
Specialist chat
More demos coming soon
We're rolling out workflow demos tailored to each role we serve:
- Investors & Traders
- Corporate Finance & Investment Banking
- Regulators & Lawyers
- Consultants & Researchers
- Data Scientists
- Sports Bettors & Prediction Markets (coming in a future release)
Ready to see Marginal AI work through your events?
Get early access. Or contact us for a tailored demo on the companies, industries, event categories, and prediction-market contracts that matter to you.