Cause Systems
Ongoing development and maintenance of a chatbot platform with open-web, company-document and combined retrieval modes.
Our role: Ongoing platform build + maintenance
The challenge
Personal and organizational users needed a chatbot that could answer from the open web, from their own documents, or a combination, and stay accurate and grounded either way.
What we did
We built Internet, Company and Combination modes over vectorized knowledge bases (including CSV files), with chat memory, math rendering, voice input, and fallback mechanisms that keep answers grounded when retrieval comes up empty.
The result
We continue to develop and maintain the chatbot platform. Our work covers its retrieval modes, knowledge-base querying and chat features. The linked Cause Systems website introduces the client's products.
Built with
- Django
- LangChain
- LLM
- Vector Databases
- Embedded Chatbot
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