Ask questions and get answers from documents

Business stakeholders struggle to get adequately crafted and well-sourced answers from questions to internal and often confidential data.

Can Kairntech’s AI provide a solution?

Build question answering AI assistants in record time


πŸ‘‰ Obtain business value from internal and often confidential documents.
πŸ‘‰ Fine-grained access management
πŸ‘‰ SaaS or On-premise deployment


πŸ‘‰ Test and experiment with an extensive range of off-the-shelf technical components & models
πŸ‘‰ Perform different document chunking, use various sentence transformer models…
πŸ‘‰ Compare Large LLMs, including proprietary (OpenAI) and open source (Llama2, Mistral…)


πŸ‘‰ For each processing step many customization options are available
πŸ‘‰ Adjust LLM parameters and prompts, fine-tune models on your domain
πŸ‘‰ Build an automated pipeline with customized components that exactly fits your requirements.

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?