NLWeb: Microsoft Opens the Web to Conversational Interfaces with an Open and Structured Approach

In a move that could redefine the digital experience on the web, Microsoft has introduced NLWeb. This is an open project that allows any website to offer a conversational interface based on artificial intelligence, without the need to redesign its architecture from scratch.
NLWeb has been driven by R.V. Guha, a key figure in the evolution of the semantic web and creator of standards such as RSS, RDF, and Schema.org. He is currently a Technical Fellow at Microsoft, where he leads initiatives focused on data interoperability and AI accessibility. The project is backed by Microsoft’s engineering teams and is being developed openly in collaboration with the community.
Main Features of NLWeb
NLWeb is a project aimed at transforming any website into a conversational interface. This technology relies on the use of structured data and open protocols to facilitate natural language interaction.
Each implementation of NLWeb acts as an MCP (Model Context Protocol) server. This allows the site’s content to be discovered, interpreted, and utilized by language models and external agents.
- Conversational Interface: Thanks to this, users can interact with the website content using natural language. This significantly improves accessibility and user experience.
- Open Protocols: NLWeb employs open protocols, such as Schema.org and RSS, along with tools powered by LLMs. This ensures the integration and use of existing data, thereby improving efficiency and reducing the need for restructuring.
- Compatibility and Flexibility: NLWeb allows developers to choose the components that best suit their needs. Additionally, it offers an adaptable solution that can be implemented in a wide variety of environments and platforms.
- Human-Agent Interaction: It facilitates interaction for both humans and intelligent agents (such as copilots or AI assistants). This makes the website content 100% accessible. Therefore, the website content will always be accessible to everyone, thus increasing its visibility in the digital ecosystem.
- Data Enrichment: It leverages the external knowledge of underlying large language models (LLMs) to offer more enriched user experiences. For example, incorporating geographic information into specific queries. This allows for more complete and contextually relevant responses, thereby improving user satisfaction.
Why is NLWeb relevant for businesses?
NLWeb represents a strategic opportunity for organizations looking to enhance their presence and efficiency in the digital environment. This open project offers multiple benefits that are especially relevant for modern businesses, helping them stay competitive and relevant in a constantly evolving digital landscape.
Let’s see how businesses can be improved with NLWeb:
- Improvement of user experience with intuitive conversational interfaces.
- Increase in visibility on the new agentic web, where AI agents consume content.
- Reduction of friction in navigation and information search.
- Good preparation for the future of digital interaction, where natural language will be the dominant interface.
How can you start using NLWeb?
If you are considering integrating NLWeb into your site or digital product, the starting point is its official repository on GitHub, where Microsoft has published the project as open source. From there, you can approach its adoption progressively:
- Familiarize yourself with the project’s foundation: Access the main repository: https://github.com/microsoft/nlweb. Here you will find the source code, project structure, and an overview of its purpose.
- Understand the architecture and key principles: The README.md file offers a clear introduction to the project’s objectives, its modular architecture, and how it integrates with language models.
- Dive into the technical documentation: In the /docs folder, you will find detailed guides such as Life of a Chat Query, which explains step-by-step how a conversational query is processed from the model’s perspective.
- Explore practical examples: The /demo section includes functional implementations that show how to apply NLWeb on real sites with structured data.
- Evaluate integration into your tech stack: NLWeb is compatible with multiple language models (such as Azure OpenAI, GPT, Claude, among others). This will allow you to easily adapt it to your current infrastructure.
At Itequia, we see NLWeb as a natural evolution towards a smarter, more accessible, and user-centered web. If you are exploring how to integrate AI into your digital strategy, NLWeb could be an option.
Would you like to explore how NLWeb can be integrated into your digital ecosystem? Contact us, we are here to help you take that step.