AGENT 66 / 11 · RETAIL & E-COMMERCE · CUSTOMER SERVICE AUTOMATION

Customer Sentiment Triage Assistant

Reads live chat language and response latency for genuine frustration markers, and escalates flagged sessions directly to a senior agent mid-conversation, without the customer having to ask.

READS FROMLive chat transcripts, response latency data

MCP SERVERCustomer Experience Data Server

MODELRouted to reasoning-tier open model

HANDS OFF TOIntent Classification & Routing Agent

RUN THE AGENT

Set your chat volume, model the escalation impact

Adjust frustration rate and detection accuracy and the agent recalculates churn-risk cost avoided instantly.

ASSUMPTIONS

Daily chat sessions 4200

Sessions showing frustration signals 9%

Manual/keyword detection rate, baseline 35%

Agent detection accuracy 88%

Resolution-satisfaction uplift from faster escalation 18

Cost of a missed at-risk customer (£) 180

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Frustrated sessions detected / day

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Escalations reaching senior team / day

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Churn-risk cost avoided / day

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Detection accuracy uplift

Metric	Value

HOW IT WORKS

What the agent actually does

1. Read the conversation in real time	Analyzes live chat language, response latency and repeated contact signals for frustration markers.
2. Score genuine frustration	Distinguishes real escalation-worthy frustration from routine terse phrasing, reducing false escalations.
3. Escalate immediately	Routes flagged sessions directly to a senior agent mid-conversation, without the customer having to ask.
4. Hand off	Logs escalation outcomes back to refine detection accuracy, and confirmed at-risk accounts to retention workflows.