design-viral-social-loops

What problem does it solve?

Designs, audits, and tightens viral social product loops for apps, games, creator platforms, and communities by tracing actor incentives, social payloads, graph density, creator/content supply, off-platform channels, return arrows, and loop closure. Use when creating or critiquing tbh/Gas-style compliment or vote loops, TikTok-style creator/recommendation/remix loops, invite gates, profile/share loops, friend-graph onboarding, social proof mechanics, or diagnosing why a growth loop feels generic, loose, or fake. Exclude ordinary lifecycle marketing, ad campaigns, SEO, or non-social funnels unless the requested artifact is a self-reinforcing user-to-user loop.

Core Features & Use Cases

• Write and audit loop equations that name actor, payload, motive, and return value across multiple loops.
• Compare tbh/Gas and TikTok-style patterns, diagnose weaknesses, and propose concrete tightening steps.
• Produce structured outputs including risk and trust considerations and references for governance.

Quick Start

Provide a tightened viral loop design for a given product by supplying the actor, action, payload, recipient, channel, conversion, return value, and compounding.