The product connects to AI helpdesk and customer support systems, tracks AI-agent conversations, and evaluates outcomes such as resolution quality, escalation patterns, customer satisfaction, and human handoff effectiveness. It provides frequentist and Bayesian experiment analysis, production monitoring, and dashboards built specifically for AI support features rather than generic product analytics.

AI customer service agents are moving quickly into production, with companies shipping beta features within weeks and needing faster ways to validate quality and business impact. As support automation becomes core infrastructure, specialized measurement tools become more valuable.