Knowledge spread across formats
Information sat in documents of different types, which made it slow to search.
SupportEase ChatBot: Enterprise RAG & Knowledge Support Assistant
Enterprise RAG & Knowledge Support Assistant
We built SupportEase ChatBot, a retrieval-based assistant that gives support teams fast, accurate answers from organisational knowledge using large language models, LangChain and a curated knowledge base.
The Challenge
What stood in the way.
Support teams needed fast, accurate answers from organisational knowledge stored across multiple document formats.
Speed
Agents needed answers quickly while handling support requests.
Accuracy
Answers had to reflect the organisation's own knowledge rather than general information.
Our Solution
How we answered it.
We combined large language models and LangChain with a curated knowledge base. The assistant retrieves relevant content and uses prompt chaining, conversation memory and multilingual responses to answer support questions.
- ProblemKnowledge was stored in multiple document formats.Our answerWe brought it into a curated knowledge base that the assistant retrieves from.
- ProblemAnswers had to be accurate to the organisation's own content.Our answerWe used LangChain to ground AI responses in the knowledge base.
- ProblemSupport conversations often run over several turns and languages.Our answerWe added conversation memory and multilingual responses.
How It Works
The parts that made the difference.
Curated knowledge base
Organisational documents are gathered into a curated knowledge base the assistant draws from.
LangChain orchestration
LangChain connects the knowledge base to the language model and manages each step of an answer.
Prompt chaining
Questions are handled through a chain of prompts, so complex queries are broken into steps.
Conversation memory
The assistant remembers earlier turns in a conversation and answers in context.
Results
What changed for the client.
Support teams can now get answers from organisational knowledge through one assistant.
- Improved access to organisational knowledge
- Improved support response efficiency
- Context-aware, multilingual answers from a curated knowledge base
Technology
What it was built with.
Part of our AI and machine learning work.
- LLM APIs
- LangChain
- Custom knowledge base
Let’s Talk
The next big thing starts with a conversation.
An idea, a challenge, a “what if”. Tell us what you have in mind, and we’ll figure out the next step together.
What happens next
- Share your ideaSend the form or book a call, whichever suits you.
- Discovery callWe talk through your goals, timeline and scope.
- A clear proposalA fixed price or monthly rate before any work begins.
- info@technomous.com
- Phone
- +92 333 0440459
- Chat on WhatsApp