Glossary · Data Quality
The value of behavioral data depends entirely on its reliability. A behavioral profile built on self-reported meeting history is unreliable — people misremember, misrepresent, and selectively report. A profile built on verified attendance records is reliable — attendance is a binary fact that can be confirmed by the infrastructure managing the event.
Verified real-world meetings provide the unmanipulable behavioral foundation that makes trust scoring and compatibility assessment reliable enough to use as AI agent decision context.
Attendance verification at Weekend Club events uses a combination of methods:
Each verified meeting record in the Relationship Graph carries metadata beyond attendance: the group composition, the meeting format, the date and cultural context, and the structured outcome data collected afterwards (group chemistry scores, satisfaction ratings, follow-up signals). This rich metadata is what makes the verified meeting record valuable as a training data point for the Group Intelligence Engine.
Relationship Graph · Social Outcome Data · Outcome Feedback Loop