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Muhammad Anees
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Muhammad Anees

Research Fellow at Esophageal and Lung Institute

LinkedIn@MuhammadAnees_KWebsite

A research fellow specializing in web development and AI automation.

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Customer Service Systems Optimize for Deflection Rate
workhub.aitutorialmixedFeb 25, 2026

Chatbots fail in customer service due to poor design, weak escalation protocols, lack of emotional intelligence, and disconnected data systems, but these issues can be fixed through sentiment analysis, optimized escalation workflows, and continuous performance tuning.

“Author of "Customer Service Systems Optimize for Deflection Rate"”

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