Automate Dynamic Service Manual FAQ with LLM integration

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Our client, a global financial professional services firm, planned to introduce automated FAQs generation system to efficiently generate Questions and answers from their service manuals to facilitate higher customer satisfactions.

Outcome

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30%

Higher footfalls in the service portal which would help streamline Ops

10%

Increase in new customer service requests & service contents (MoM)

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4/5

Customer satisfaction scores– Better Customer experiences and higher trusts & relations with the existing customers.

Challenge

Client’s KM group was generating the FAQs from the service manuals in a non-automated fashion.

The manual process involved a good error rate due to oversight.

Cost of Change was high.

Our Solution

  • Built an advanced FAQ generation solution, harnessing state-of-the-art Generative AI technologies to revolutionize FAQ generation process for the KM industry.

  • Context: Implemented a sophisticated combination of document parsing, LLM integration, FAQ generation using embedding retrieval & context augmentation to ensure comprehensive and accurate FAQ generation.

  • Security: Utilizing the open-source LLM, Llama2 architecture, ensured secure storage and access to FAQ documents and source documents locally within the company’s premises, prioritizing data privacy and security.

AIML Features Used

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Document parsing

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Embedding Retrieval

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LLM integration

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Advanced Prompting Techniques

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Q&A identification & Retrieval

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