Live pipeline numbers
Pipeline transparency
These numbers come straight from our pipeline's own metrics table, refreshed hourly. Most of what we read gets rejected - that's the point. What survives is what you see in the database.
3,477
Items read in the last 7 days
227
Rejected as noise or duplicates
228
Approved this week
~116h
Manual research equivalent (at 2 min/item)
What the funnel means
- Read: public posts, comments, and reviews collected from our sources. Every item is timestamped and linked.
- Rejected: praise, jokes, support questions, duplicates, and complaints with no commercial shape - removed by keyword prefilters, deduplication, and a two-pass classification pipeline.
- Approved: items that cleared score thresholds and the editorial quality gate - 6.6% of everything read this week. Total validated opportunities in the database: 135.
Last pipeline run: Fri, 12 Jun 2026 15:33:21 GMT