Drupal RAG with Open AI

Drupal, as the proven leader in open source content management systems (CMS), lays a solid foundation for building complex and advanced web applications with its powerful scalability, unrivalled flexibility, and solid security foundation. However, in the era of rapid development of AI, in order to comply with the needs of the AI era, we are not only satisfied with these inherent advantages of Drupal, but further innovate by deeply integrating Open AI's RAG technology into the Drupal framework, and develop a new generation of Drupal-based visual intelligent content management solution building platform.

The platform not only inherits all the advantages of Drupal, but also accurately locates content through intelligent search technology, optimises the quality of content using enhanced algorithms, and ultimately automatically produces high-quality, personalised content through the generation model. This design makes content management no longer just a pile of information, but a dynamic, intelligent ecosystem capable of continuous learning and evolution, thus greatly enhancing the competitiveness and efficiency of enterprises and institutions in the digital transformation.

What is RAG?

RAG stands for Retrieval-Augmented Generation. Retrieval refers to the retrieval of an external knowledge base, while augmented generation refers to the delivery of retrieved knowledge to the large language model to optimise the results of the large model, so that the large model can generate more accurate and contextually appropriate answers while effectively reducing the possibility of generating misleading information. An analogy is to consider the big language model as a candidate who is taking an exam. If there is no RAG, only the big language model is answering the questions by itself, which is equivalent to a closed-book exam; while the big language model combined with RAG is equivalent to an open-book exam, which allows the candidate to bring cheat sheets into the examination room.

New features added with the upgrade:

• Intelligent Q&A
• content summary
• content translation
• content auto-writing

Upgraded features:

• Personalised recommendation: combined with AI-driven analysis and recommendation algorithms, the system is able to provide personalised content recommendations based on user behaviour and preferences.
• Intelligent Content Generation: leveraging Open AI's natural language processing capabilities, the system is able to automatically generate high-quality content and improve the efficiency of content production.
• Contextual Understanding: RAG technology enables the system to understand complex user queries and contextual information, thus providing more accurate information retrieval and content generation.
• Dynamic Resource Management: The system is capable of self-learning and optimisation, dynamically adjusting content presentation and resource management based on user interaction and feedback.
• Real-time Monitoring and Reporting: Using RAG's retrieval capabilities, project managers can monitor project progress in real-time and make quick decisions.
• Risk Prediction and Management: Analyse project data through AI to predict potential risks and propose timely management strategies.
• Automated Workflow: Intelligently identify and process tasks to reduce manual intervention and improve work efficiency.

Case Introduction:

At present, we have cooperated with Shenzhen University, a well-known university in China, based on the Drupal library content management system for the full name of the update and upgrade, and joined the RAG (Retrieval-Augmented Generation) and Open AI technology website university library website successfully!

At present, Drupal and RAG (Retrieval-Augmented Generation) and Open AI's combination of visual intelligent content management solutions have been successful cases.

In the library website upgrade project with Shenzhen University, a famous university in China, the technology of RAG (Retrieval-Augmented Generation) and Open AI was added.

Below is the updated Smart Q&A feature of the website:

Below is a summary function of the updated content on the site:

The following is the automatic content authoring feature of the updated websit

Below is the updated content translation feature of the website:

The combination of Drupal with RAG (Retrieval-Augmented Generation) and Open AI marks a new era of intelligence in content management systems. Our company will continue to explore and innovate in this field to provide more advanced, efficient and secure intelligent content management services for enterprises and developers.