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Customer ServiceAI-delivered service comes across as friendly but scores lower on understanding
Customer ServiceNews1 min read

AI-delivered service comes across as friendly but scores lower on understanding

In a study that asked 7,001 consumers in seven countries about their recent service experiences, AI-handled interactions scored higher on courtesy than on understanding.

Courtesy high, understanding lags — AI-delivered service comes across as friendly but scores lower on understanding. The piece a human hand holds out doesn't fit the puzzle-shaped gap in a smiling robot head's ear.
AI-generated image

What's happening

According to CMSWire, AI-handled service interactions scored 4.41 on friendliness and 4.08 on understanding in Qualtrics' 2026 Agent Effectiveness Benchmark Study. The study surveyed 7,001 consumers across seven countries about their recent service experiences. In CMSWire's assessment, voice AI fails more often on pauses, interruptions and mid-sentence corrections than on misheard words.

Whose desk it lands on

The contact center leader. Is our voice AI assistant actually solving the customer's problem, or just sounding polite?

Our view

The CX Brief's interpretation, not a claim made by the source.

A polite voice doesn't mean the customer was understood: AI-delivered service scores 4.41 on friendliness but only 4.08 on understanding. According to CMSWire, voice assistants also get timing wrong (missing pauses and mid-sentence corrections) more often than they mishear words. A satisfaction measure that looks at the assistant's tone may not show whether the job actually got done.

Source

CMSWire·October 11, 2026

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