New Proactive Analytics System Flips Interaction Model: From User Question to Domain Expert

It is a production system that flips the interaction model from question-first to analyst-first, using extensible domain-expert skills and offline knowledge compilation to generate reports and suggested questions automatically.

Commercial tools detect statistical anomalies only over curated metric layers, while this system uses domain-expert skills and knowledge compilation to generate full reports with suggested questions.

The system is architectural, not a commercial product yet, but it offers a promising model for enterprises lacking query experts, and can be applied to their data without production load.