Finding genuinely viral content meant more than tracking view counts — it meant spotting mid-size creators having breakout moments before those moments went stale. That kind of analysis was taking eight-plus hours of manual research per cycle. This pipeline does it twice a day, automatically.
The results
- 15 hours of manual research eliminated per week
- 5–15 genuinely viral posts surfaced per run, each with an AI-written breakdown of hook, structure, and content angle
- Runs unattended, twice daily, seven days a week
- Catches breakout creators that raw-follower-count tools miss — the system rewards relative performance, not audience size
