Before vs After FinFeedAPI
| Researchers needs | Before | After (with Prediction Market API) |
| Primary research signal | Surveys, focus groups, interviews. | Market-implied expectations from prediction markets. |
| Timing of insights | Insights arrive after opinions are already formed. | Real-time tracking of belief formation and shifts. |
| Measuring confidence | No clear way to quantify how strongly people believe something. | Probabilities express conviction, not just direction. |
| Tracking belief evolution | Snapshot-based, infrequent measurements. | Continuous probability time series show how beliefs change. |
| Understanding uncertainty | Hard to see doubt or disagreement. | Trades and order books reveal uncertainty and consensus. |
| Reaction to new information | Slow updates after major events. | Immediate market response to news and signals. |
| Cross-market comparison | Disconnected tools and datasets. | Unified access across prediction platforms. |
| Research scalability | Manual data collection and analysis. | API-driven workflows that scale across topics and time. |







