How Agentic AI Is Reshaping Customer Experience
Unity Technologies
Esusu
Compass
According to a McKinsey report, agentic AI is moving beyond simple chatbots to transform customer experience (CX) by making real-time decisions based on context. Companies are progressing through three transformation horizons, from automating single scenarios to orchestrating entire ecosystems. Key benefits include faster issue resolution, proactive problem detection, and personalized service, with client-facing functions showing the highest rate of full-scale AI deployments at 41%.
A McKinsey report describes a shift in customer experience driven by agentic AI. Unlike traditional chatbots with predefined scripts, agentic systems analyze the full context of a customer's situation and make decisions in real time. The report outlines three transformation horizons: restructuring individual scenarios, orchestration within a domain, and an ecosystem of virtual employees. Examples include a UK energy retailer that deployed a voice agent to handle 75% of customer needs with 85% intent classification accuracy, and a US premium carmaker that saw a 24% improvement in first-contact resolution and a 30% increase in employee productivity. In a broader industry view, Unity processed nearly 8,000 tickets automatically, fintech startup Esusu reduced first response time by 64%, and real estate brokerage Compass achieved 98% CSAT. The report lists seven benefits of agentic AI, including resolving queries without queues, proactive problem detection, scalability of personalization, context preservation between channels, proper human handoff, automation of multi-step processes, and continuous self-learning. It also highlights challenges such as empathy gaps, data silos, trust issues, and the need to prove business value. Clear boundaries for human escalation are essential, including triggers like negative tone or regulatory requirements, and customers must know when they are interacting with AI.
- Abbreviations
- CX = Customer Experience — Клиентский опыт
- CJM = Customer Journey Map — Карта пути клиента
- CRM = Customer Relationship Management — Управление взаимоотношениями с клиентами
- CSAT = Customer Satisfaction Score — Индекс удовлетворенности клиентов
Source: Habr — хаб ИИ —
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