Compatibility Score

What Goes Into a Compatibility Score

Compatibility scores in the Relationship Brain system integrate several types of signals:

• Personality dynamics: Observed interaction style compatibility based on behavioral history
• Goal complementarity: Whether participants' stated and observed professional goals create productive overlap
• Energy balance: Whether the group composition produces balanced rather than one-sided conversational dynamics
• Cultural compatibility: Whether participants navigate cross-cultural settings with similar ease
• Prior interaction history: Whether these specific participants have met before, and with what outcome

Group vs. Bilateral Compatibility

The Relationship Brain generates both pairwise compatibility scores (between two individuals) and group compatibility scores (for N-person configurations). Group scores are not derivable from pairwise scores — they require separate modeling that accounts for emergent group dynamics.

For most real-world coordination use cases, group compatibility scores are more directly useful than pairwise scores, since most valuable real-world interactions happen in group settings.

Calibration and Improvement

Compatibility scores are continuously calibrated against observed group chemistry outcomes from Weekend Club events. The score is not a static prediction — it evolves as new behavioral data from similar participant profiles and similar group configurations becomes available. This calibration is what makes the score increasingly reliable over time.

See Also

Group Intelligence Engine · Social Outcome Data · Relationship Graph