Scale apps virally through social media
social-growth-engineerskillsetup L1★8
giulioco/skills ↗Causal-lift measurements
strategy-generation+4pp vs no-skill baselinewith-skill 88% · baseline 84%
Measured by running the task with and without this artifact, K=5, graded by deterministic checks — no LLM judging.
What it does
Design organic viral app growth strategy through social media (TikTok, Reels, YouTube Shorts)
Best for
Taking a consumer app from 0 to $20K MRR in 14-60 days through coordinated multi-account volume + UGC
Inputs
- · app niche and current stage
- · target revenue milestone (10K-100K+ MRR)
- · creator/UGC network capacity
Outputs
- · growth playbook with format templates
- · creator recruitment strategy
- · monetization roadmap
Preconditions
- · product live
- · basic content inventory
- · analytics setup (UTM tracking)
Failure modes
- · slow hooks (>3 sec to stop scroll)
- · same content across platforms (TikTok/Reels have different audiences)
- · dependency on single creator
Trust signals
- · 100+ successful app launches analyzed
- · Spark Ads benchmark 3% CTR vs 2%
- · specific examples (Tea Dating, Turbolearn ambassador model)
- · volume moat framework (50+ accounts = hard-to-replicate distribution)