Before vs After FinFeedAPI
| Risk management flow | Before | After (with Prediction Market API) |
| Identifying emerging risks | Risks become visible after market or business impact. | Early warning signals as probabilities shift. |
| Quantifying uncertainty | Qualitative labels like low, medium, high. | Numeric probabilities show real likelihood. |
| Monitoring risk over time | Static assessments updated infrequently. | Continuous probability tracking shows momentum. |
| Filtering noise | Hard to tell rumors from real threats. | Trades and liquidity data validate conviction. |
| Cross-risk comparison | Different risks measured on different scales. | Single probability scale across scenarios. |
| Reaction speed | Slow, reactive responses. | Faster mitigation before risks materialize. |
| Workflow integration | Manual reviews and reports. | API-driven dashboards and alerts. |
| Decision confidence | Subjective judgment dominates. | Data-backed risk assessments. |







