Before vs After FinFeedAPI
| Research workflow | Before | After (with SEC API) |
| Tracking new disclosures | Filings reviewed late or inconsistently. | Near real-time filing detection keeps research up to date. |
| Identifying what changed | Researchers manually scan full documents. | Filtered filings highlight where change is likely. |
| Working with long filings | Entire reports must be read end to end. | Item-level extraction pulls only relevant sections. |
| Comparing disclosures over time | Manual side-by-side reading across periods. | Structured data makes period-to-period comparison easier. |
| Research speed | Analysis lags behind new information. | Faster updates aligned with filing publication. |
| Depth of analysis | Heavy reliance on summaries. | Direct use of primary disclosure content. |
| Scaling coverage | Manual effort limits number of companies covered. | Automated ingestion supports broader research coverage. |
| Research confidence | Hard to verify conclusions against source data. | Conclusions backed by official filings. |







