Denys Dubner, CEO, To Conduct Efficiency Model Briefings With CX Leaders At CCW Europe
“Efficiency isn't just doing the same work faster; it's doing less human work as the system learns,” said Denys Dubner, CEO, at WOW24-7.“In a 15–20 minute conversation, I will showcase where humans add the most judgment today, define the guardrails, and outline how AI takes on more of the repetitive load each quarter, without sacrificing outcomes.”
WOW24-7 Human + AI Efficiency Model: How Human Involvement Shrinks as AI Learns
Stage 1 - Human-in-the-Loop (review before action)
Use for high-risk or nuanced moments (policy exceptions, VIP/escalations, compliance-heavy replies). AI drafts; a human approves/edits.
Graduate to Stage 2 when model accuracy hits specific metrics.
Stage 2 - Human-on-the-Loop (real-time oversight/orchestration)
Agent-assist, retrieval, next-best-action, and live QA prompts. AI handles retrieval/patterning; humans steer and override.
Graduate to Stage 3when model accuracy hits specific metrics.
Stage 3 - Human-out-of-the-Loop (fully automated)
Low-risk, high-volume tasks (order status, appointments, OTP/password, shipping/returns within policy, simple billing, triage/routing, proactive notifications). AI resolves end-to-end with post-resolution sampling and periodic model audits.
What Efficiency Looks Like in Metrics
- Containment with Verified Resolution (not just deflection)
- AHT and MTTR trending down as AI handles more steps
- Cost per Resolved Issue and Cost-to-Serve quarter-over-quarter reduction
- Error/Correction Rate and Customer Effort Score held within tight bands
Book an On-Site Intro (CCW Europe)
Meet Denys in the Mövenpick lobby or Passenger Terminal lounge during Summit hours. Booking link:
Format: 15–20 min intro; option to schedule a 45-min working session post-event.
About WOW24-7
WOW24-7 builds Experience Centers; purpose-built CX operations that blend human expertise with data-driven AI to improve service levels while lowering total cost-to-serve. The Efficiency Model provides a governed path to shift repetitive work from humans to automation as accuracy and knowledge grow, without compromising outcomes.
More:
Tracy A. Wehringer
WOW24-7
+1 609-273-0796
email us here
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