Creator AI Revenue Dashboard: What Creators Need to See Every Week
A practical weekly dashboard for creator AI businesses covering acquisition, conversion, retention, paid features, refunds and creator earnings.
AI Video Companion State Machines: Designing Idle, Speaking, Listening and Emotional Reactions
How to design low-cost AI video companion state machines for idle, listening, speaking and emotional reactions without generating every frame…
AI Companion Conversation Recovery: How to Repair Awkward, Repetitive or Off-Character Chats
A product framework for detecting and recovering from repetitive, awkward, contradictory or off-character AI companion conversations.
Creator Digital Twin Content Calendar: What Should the AI Publish vs the Human Creator?
How creators can divide content between human posts and AI digital-twin interactions without diluting authenticity or exhausting production capacity.
AI Companion Context Windows: What Should Stay in the Prompt—and What Belongs in Memory?
A practical architecture guide to deciding what belongs in an AI companion's active context, long-term memory and retrieval layer.
AI Social Safety by Design: Building Reporting, Blocking and Boundary Controls Into the Product
A product framework for AI social safety covering reporting, blocking, creator controls, impersonation, user boundaries, moderation signals and appeal workflows.
Creator AI Analytics: The Metrics That Actually Help Digital Twins Grow
A practical analytics framework for creator AI and digital twins covering activation, conversation quality, retention, payer conversion, content demand and…
AI Personality Evaluation: How to Test Character Consistency Before Launch
A launch-ready evaluation framework for AI personalities covering voice, values, boundaries, memory, emotional range, multimodal identity and regression testing.
AI Companion Latency Budget: How Fast Should Text, Voice and Video Feel?
A practical latency budget for multimodal AI companions across text response, voice turn-taking, lip sync, video state changes and perceived…
Creator AI Voice Licensing: A Practical Consent and Usage Framework
How creator platforms can structure AI voice licensing around consent, scope, approvals, revocation, synthetic speech disclosure and commercial use.
AI Companion Memory Controls: What Users Should Be Able to See, Edit and Forget
A practical product guide to user-facing AI companion memory controls: visibility, correction, deletion, sensitivity rules, retention and trust.
AI Companion Memory Failure Modes: How to Detect, Repair and Prevent Bad Memories
A practical guide to AI companion memory failures including false recall, stale preferences, duplicate facts, over-retrieval and privacy mistakes—and how…