adminAI Creator Platform Take Rate: How Much Revenue Should the Platform Keep?
How to analyze AI creator platform take rates across inference cost, payments, discovery, creator services, margins and long-term marketplace incentives.
AI Social International Expansion: What Changes Across Languages and Markets?
A business framework for AI social international expansion across language quality, creator supply, cultural norms, payments, safety and local retention.
AI Companion Marketplaces vs Single-Character Apps: Which Model Scales Better?
Compare AI companion marketplaces with single-character apps across acquisition, retention, creator supply, brand, unit economics and defensibility.
AI Social Network Effects: When More Users Actually Make the Product Better
An investor framework for distinguishing real AI social network effects from ordinary growth across users, creators, data, discovery and interaction quality.
Creator AI Supply: How Platforms Build a Defensible Marketplace of Personalities
A business framework for creator AI supply: acquisition, onboarding, rights, quality, activation and marketplace defensibility.
AI Personality Marketplace Economics: Discovery, Conversion and Creator Payouts
How AI personality marketplaces work economically across discovery, fan conversion, creator payouts, generation costs and retention.
AI Social Platform KPIs: A Board-Level Dashboard for Growth and Quality
A board-level KPI framework for AI social platforms covering activation, retention, payer conversion, creator supply, inference cost and safety.
AI Social Retention: How Investors Should Read D1, D7 and D30 Behavior
An investor framework for reading AI social retention through activation, cohort behavior, relationship depth and inference economics.
AI Social Due Diligence: 12 Questions Investors Should Ask Founders
Twelve due-diligence questions for AI social startups covering retention, inference economics, identity rights, creator supply, safety, distribution and defensibility.
AI Companion Market Segmentation: Five User Jobs Behind One Fast-Growing Category
The AI companion market contains distinct jobs: everyday conversation, entertainment, creator access, roleplay and personal development. Each implies different economics.
