12 Jan 2024
133
Lenntech, an expert in designing and providing customized water treatment solutions, has entered into a collaboration with Polarix Data and Sping BV to develop an advanced AI assistant specifically designed to radically transform the way Lenntech manages its extensive project documentation and product files.
The journey begins with transforming over 800,000 product-related documents from static PDF files into dynamic, searchable vectors. This vectorization process is crucial, enabling the AI to perform deep, contextual analyses of vast amounts of data swiftly.
Queries received via email are converted into vectors using the same sophisticated technology. This standardization into vector form allows for seamless integration and comparison with the project data already processed in the AI system.
The core of this system is a Retrieval-Augmented Generation (RAG) database, where both project data and incoming queries are matched. This AI-powered matching process identifies the ten most relevant project documents for any given query, ensuring that responses are both quick and pertinent.
Once relevant documents are identified, they are fed into a large language model (LLM) for further refinement. This LLM, supported by four specialized AI agents, conducts a comprehensive analysis. These agents are tasked with:
The outcome of this intricate process is a detailed, accurate response to the client query, including recommendations on appropriate products and detailed explanations of their suitability. All advice is substantiated with references to the related project files, which are attached for the client’s review. This approach not only streamlines the retrieval and analysis of data but also transforms the client interaction model from one of passive consultation to active, informed decision-making support.
Lenntech’s innovative use of AI in data management sets a new standard within the water treatment industry. It showcases how companies can leverage technology to enhance efficiency, reduce costs, and improve customer satisfaction. This project serves as a beacon for other companies considering similar technological enhancements, demonstrating the tangible benefits of integrating AI into traditional industries. This initiative is more than just a technological upgrade—it is a strategic enhancement to how Lenntech, with the support of Sping BV and Polarix Data, approaches problem-solving and client service in the increasingly digital and data-driven world.