Turning Every Service Call Into Opportunity: Human + AI Performance at Scale

McKinsey & Company
McKinsey & CompanyFeb 20, 2026

Why It Matters

It shows how AI can turn routine service calls into measurable profit, reshaping contact‑center economics and giving firms a competitive edge.

Key Takeaways

  • AI augments call centers to generate revenue opportunities
  • Partnership with McKinsey and Google accelerated platform development
  • Automated call analysis provides real‑time coaching for agents
  • Transparent data enables managers to act quickly across organization
  • Scalable AI‑human collaboration drives continuous improvement and innovation

Summary

The video outlines Intel’s initiative to transform inbound service calls into revenue‑generating interactions by layering artificial intelligence onto traditional call‑center operations.

By teaming with McKinsey and Google, Intel built a platform that automatically transcribes, categorizes, and analyzes calls, delivering real‑time insights and coaching recommendations to agents and managers.

As one speaker noted, “When AI and humans work together, humans are more effective,” highlighting how AI‑driven analytics replace manual listening while empowering agents with actionable feedback.

The approach promises faster, more accurate data, scalable performance improvements, and a new revenue‑acceleration model for contact centers, signaling a broader shift toward AI‑human collaboration in customer service.

Original Description

Customer service is no longer just about resolving problems. It’s about unlocking opportunity in every conversation.
As part of our film series, this chapter explores McKinsey and QuantumBlack’s partnership with Entel Connect — powered by Google Cloud — to reimagine the modern contact center.
With more than 600,000 calls each month, Entel Connect faced a challenge: fewer than 1% of conversations were reviewed, leaving valuable customer signals untapped. Together, the teams developed Agent2Sales, an AI system that listens to and analyzes 100% of customer calls — surfacing intent, guiding agents in real time, and embedding insight into daily operations.
The results were measurable within weeks:
• 40% increase in inbound sales in just 10 weeks
• 2× increase in meaningful sales conversations during service interactions
• 600,000+ calls analyzed monthly at less than one cent per call
This is the shift:
• From sampling calls to listening to every one
• From reactive service to proactive opportunity
• From intuition-based coaching to data-driven performance
What began as a technology initiative became a new operating model: strengthening trust, elevating agent capability, and driving measurable growth.
The question for every leader:
What’s your next brilliant move?
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