Real Time Conversation Analysis

via “conversation metadata extraction and temporal analysis”

1M+ real user-AI conversations with demographic metadata.

Unique: Preserves conversation-level timestamps from production ChatGPT/GPT-4 deployments, enabling temporal analysis of real-world usage evolution without synthetic time-shifting, though limited to conversation-level granularity without turn-level timing

vs others: More authentic temporal data than synthetic datasets, though coarser-grained than specialized time-series conversation corpora with explicit turn-level timestamps