Social Network Analyzer
Owns. Early mover, broadest IAP tier ladder (10 tiers, up to $14.99)
Exposed. 89% negative — the most hated app in the set; data stops updating, strangers/friends tabs go blank, support never responds, paid access randomly revoked; rating_count 406 signals limited reach but concentrated fury
Owns. AI-framed positioning, meaningful reach (rating_count 1,704), IAP up to $49.99
Exposed. 75% negative; AI feedback called generic and wrong even on confirmed viral videos — accuracy failure at the product's core claim
ReelTrends - AI Creator Tools
Owns. Largest reach in the set (rating_count 20,011), broad IAP range ($2.99–$59.99, 9 tiers)
Exposed. 55% negative; near-total instant paywall with no free preview drives mass uninstalls; billing rage dominates receipts
Owns. Solid reach (rating_count 3,709), wide IAP ceiling ($139.99)
Exposed. 54% negative; crashes on core workflows, fabricated posting-time recommendations, 404 support page — pays-then-breaks pattern
Owns. Established user base (rating_count 824), no IAP friction (null tiers)
Exposed. 57% negative; removed the key 'unfollowed' feature that drove downloads, inaccurate premium data packs — feature regression as monetization
Owns. Second-largest reach (rating_count 18,849), proven subscription model ($8.99–$199, 10 tiers), only 24% negative
Exposed. Category benchmark — low anger means it has mostly solved billing and UX; the opening is NOT here, but its model proves high-ticket creator subscriptions work
Owns. Lowest anger in IAP-free tier (11% negative), meaningful reach (rating_count 1,724)
Exposed. No IAP — leaves monetization entirely on the table; limited feature depth likely explains low anger
Luvi (formerly Club)
Owns. Largest reach outside ReelTrends/vidIQ (rating_count 18,734), 7% negative — happiest user base
Exposed. Creator monetization/payout focus, not analytics — different job-to-be-done; payout delay and 40% manual-payout fee revealed in receipts
Owns. 26% negative, Twitter-native focus
Exposed. Fetch errors render core unfollow function broken; no IAP means no demonstrated monetization path here
Mysocial: AI Creator Manager
Owns. Widest IAP ceiling in the set ($199.99), multi-platform framing
Exposed. 60% negative on only 15 captured reviews (rating_count 186) — too small to read reliably, but highest price ceiling with lowest reach is a concerning ratio