Microsoft and Cloudflare redefine searches with NLWeb and AutoRAG

Diego Cortés
Diego Cortés
September 5, 2025
Microsoft and Cloudflare redefine searches with NLWeb and AutoRAG

Online search is undergoing a significant transformation, marking the beginning of a new era that prioritizes direct answers over simple lists of links. Microsoft and Cloudflare are at the forefront of this radical change through their innovations, NLWeb and AutoRAG, which promise to revolutionize the way we interact with the web.

A New Vision for Search Engines

Traditionally, conducting a web search required entering a query with keywords, upon which the search engine would return a ranked set of links. This method has been effective for decades, but in a context where the growth of digital content is exponential and artificial intelligence (AI) is becoming a key player in information retrieval, it is necessary to reevaluate this approach.

Microsoft and Cloudflare have joined forces to drive this change, introducing Microsoft’s NLWeb standard and Cloudflare’s AutoRAG infrastructure. These developments elevate the search experience to a more sophisticated level, focusing on providing immediate and concrete answers.

From Search Engines to Answer Engines

The shift toward answer engines, which prioritize direct responses and eliminate intermediate steps, is being driven by AI tools like ChatGPT, Claude, and Microsoft Copilot. Many users prefer receiving direct answers instead of navigating through multiple links, and this is where NLWeb and AutoRAG play a crucial role.

NLWeb allows websites to open structured endpoints for natural language queries, making it easier for pages to answer specific questions through prompts like /ask. Instead of requiring users to search for information across various pages, NLWeb is designed for sites to function as conversational applications, offering a more dynamic experience.

The Complementary Functioning of NLWeb and AutoRAG

NLWeb, as Microsoft’s new standard, enables web pages to utilize natural language questions, offering direct answers. On the other hand, Cloudflare’s AutoRAG handles retrieval-augmented generation, automating the process of crawling and indexing a site’s content and transforming it into vectors stored in a managed database.

This collaboration ensures that content remains continuously updated, alleviating the burden on developers to build their own databases and pipelines. Together, NLWeb establishes how queries and responses should be structured, while AutoRAG provides the necessary infrastructure to implement this new standard easily.

Implications for the Industry and Market

The NLWeb and AutoRAG approach emphasizes that future web traffic will come not only from humans but also from intelligent agents. This could challenge Google’s supremacy in the search domain, especially in a landscape where technologies like Google’s Gemini already provide direct answers.

By moving away from the traditional crawling and indexing model, if NLWeb and AutoRAG manage to gain traction, they could divert web traffic towards Microsoft’s ecosystem, thereby reinforcing platforms like Bing and Copilot. However, this evolution is not without risks. The reliance on answer engines could result in biases and accuracy issues, raising significant questions about the truthfulness of the information provided by these systems.

Moreover, the shift toward automated responses could negatively impact the visibility of smaller sites, reducing their revenue as answer engines prioritize generalized information over specific, high-quality content.

Final Considerations

The initiative from Microsoft and Cloudflare represents a bold step towards a more intuitive search model, but it also presents significant challenges regarding accuracy, bias, and the sustainability of the online ecosystem. The digital community will need to adapt to this transition and find new ways to coexist with these technological advancements.

For those interested in digital transformation and the future of web search, this development is just the beginning. For more articles and analyses on these topics, you are encouraged to continue exploring the blog.

Article information

Published: September 5, 2025
Category: Technology News
Reading time: 5-8 minutes
Difficulty: Intermediate

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Diego Cortés
Diego Cortés
Full Stack Developer, SEO Specialist with Expertise in Laravel & Vue.js and 3D Generalist

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