Ask questions and get answers from documents (RAG)

Business and AI teams struggle to customize and industrialize Retrieval Augmented Generation (RAG) projects.

Can Kairntech’s AI provide a solution?

Deliver business value for RAG projects faster with Kairntech AI assistants

Fast prototyping

πŸ‘‰ Pre-packaged technical components and models including LLMs, speech-to-text and Wikidata knowledge.
πŸ‘‰ A wide range of technologies throughout the RAG value chain.
πŸ‘‰ Accessible for business users.

Customize to gain quality

πŸ‘‰ Extensive range of customization options to obtain highest accuracy.
πŸ‘‰ Capacity to deliver value with complex use-cases.
πŸ‘‰ Improve retriever quality by comparing LLMs, search methodology, vectorizers and question-answer benchmarking.

Industrialize safely  

πŸ‘‰ Embed AI pipelines easily within business applications through our rich REST API.
πŸ‘‰ Deploy safely on premise if required.

How does it work?

Upload your documents, create relevant snippets with off-the-shelf or custom-built segmentation pipelines

Transform document snippets into vectors with out-of-the-box contextual embedding models for high performance semantic & hybrid search


Combine the power of search and LLMs to generate well-written answers with reference to documents snippets

We are here to help

Firstly, only relevant text snippets are shared with LLMs, not full documents. Except for OpenAI web service, the LLM providers are not allowed to train their models based on the text snippets that are uploaded.

Yes, Kairntech provides alternative to proprietary LLMs (OpenAI…) with open source ones (Llama2, Mistral…)

We implement the RAG (Retrieval-Augmented Generation) framework to build such application. This approach integrates the power of information retrieval (semantic search) with LLM text generation.

Yes, this is possible in fine-tuning the contextual embedding models on your specific domain. For that, we need a representative corpus of your content.

Yes, it is possible to have a customized support if you wish. Kairntech can develop your solution according to your specifications in a few days.

100% secured, 100% transparent


All our data storage systems take into account the constraints of the GDPR.


Manage fine-grained access rights to facilitate access to multiple stakeholders.


In the cloud or on-premise, choose the mode that best suits your organization.

They trust us

Can Kairntech help building question answering application?