Customer intake automation by Haris UmerCustomer intake automation by Haris Umer

Customer intake automation

Haris Umer

Haris Umer

Built at Nexpred. A customer submits an intake or a dispute in a Flask UI. The model does not roam the system. Each action is a tool I defined, so a bad call stays inside that list. https://github.com/HarisUmer/llm-intake-chatbot
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Posted Sep 24, 2026

A Gemini assistant that files an intake or a dispute, and can only call a fixed set of tools.

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