Live belief curves & statistical confidence ?
Candidate copy arms under experimentation ?
Each segment compares a useful first-party email, a highly enriched email built from public or purchased professional data, and a Gate-blocked invasive email. The simulation measures whether added personalization improves response or instead increases unsubscribes and damages trust.
Real-time decision stream ?
Inject candidate copy arm
Hot-load new email copy into active Thompson Sampling trials. The AI will immediately begin exploring its uncertainty curve.