On average, 70-85% of automatable queries are successfully handled by AI without human escalation. We've set this at 80% by default.

AI often gathers enough context before escalating to an agent, reducing handle time or avoiding transfer altogether. Benchmarks show 10-20% of conversations are deflected; we've set 15% as a default.

Estimated annual exposure from non-compliance (fines, remediation, QA staffing).

% of customers lost annually without intervention.

Average annual revenue (or gross margin) per retained customer.

Share of interactions that convert into incremental revenue due to insights/coaching.

Avg value of each upsell/cross-sell.

Retention uplift from issue detection, proactive outreach, and coaching.

Typical reduction with automated QA, redaction, and alerting.