adminAI Social + Decentralized Identity: Can Users Own Their Digital Relationships?
A framework for combining AI social products with decentralized identity, portable profiles and user-controlled relationship data without exposing private memories.
Digital IP in the AI Era: How Blockchain Can Help License Characters, Voices and Creator Twins
How digital IP for AI characters and creator twins can combine licensing, provenance, permissions and blockchain without putting sensitive content on-chain.
AI Agents Meet Web3: Why Wallets Could Become the Action Layer for Autonomous Software
A practical look at how AI agents, wallets, permissions and smart contracts can work together—and where identity, security and user control become essential.
AI Social M&A: What Strategic Buyers Should Evaluate Before an Acquisition
An acquisition checklist for AI social businesses covering retention, identity rights, creator concentration, inference economics, safety and technical portability.
AI 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.
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.
