Audit channel view velocity, bot risk score, forward shares, and 24-hour view decay curves to detect fake members before spending your ad budget.
Sample Channel Presets (Click to Test):
This channel exhibits healthy organic view velocity (25% ERR) and genuine forward activity. Safe to book ad placements.
Compare how real organic views accumulate over 24 hours vs fake bot panel spikes.
Standard 24h view-to-subscriber ratios (ERR) by channel type.
| Engagement Level | ERR Range | Audience Status | Recommendation |
|---|---|---|---|
| Viral / Super Active | > 25% | Extremely active, high notification rate | ✓ High ROI potential |
| Healthy / Organic | 8% – 25% | Standard organic Telegram channel | ✓ Safe to advertise |
| Moderate | 3% – 8% | Older channel or muted notifications | Fair — negotiate lower CPM |
| Low / Suspicious | < 3% | Inactive members or fake bot accounts | ✗ High bot risk — avoid |
If a post gets 10,000 views in the first 5 minutes and then 0 views for the next 24 hours, the views were purchased from an SMM bot panel.
A 100K subscriber channel with only 500 views per post means 98% of members are dead accounts or auto-generated bots.
Real active communities forward posts to friends or other groups. If a post has high views but 0 forwards and 0 comments, it's fake traffic.