adminAI 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.
Creator AI Distribution: Why Audience Ownership Matters More Than Model Choice
Creator AI businesses compete on distribution as much as technology. Audience ownership, attribution, onboarding and cross-platform funnels shape durable economics.
AI Identity Infrastructure: Why Persistent Personas Need More Than a Foundation Model
Persistent AI personas require identity infrastructure for memory, policy, multimodal consistency, permissions and versioning beyond the foundation model.
AI Social Unit Economics: The Metrics Investors Should Model Before Growth
A practical framework for AI social unit economics across acquisition, payer conversion, retention, inference cost, creator share and contribution margin.
From AI Agent to AI Personality: Two Paths for the Next Consumer Interface
AI agents act on behalf of users; AI personalities build ongoing interaction with them. The distinction could shape two different consumer AI markets.
AI Social Market Map: Five Layers Investors Should Watch
A practical market map for AI social: foundation models, identity systems, multimodal interaction, creator distribution and monetization infrastructure.
Why Multimodal AI Is Becoming a Competitive Moat in Consumer Social
Text models are increasingly commoditized. In consumer AI social, the harder advantage may be consistent identity across voice, images, video, memory and real-time interaction.
The Business Model of Creator-Owned AI Personalities
How creator-owned AI personalities can create scalable fan engagement, recurring revenue and new platform economics without replacing a creator’s public content.
AI Social Infrastructure: The Stack Behind Persistent Digital Personalities
A deep-tech view of the infrastructure required for persistent AI personalities, from memory and orchestration to media generation, safety and cost control.
