Demos and architectures (10)

Last updated May 19, 2026 Workers AI can be used to build dynamic and performant services. The following demo applications and reference architectures showcase how to use Workers AI optimally within your architecture.

Reference architectures

Explore the following reference architectures that use Workers AI:

Fullstack applications A practical example of how these services come together in a real fullstack application architecture.

Storing user generated content Store user-generated content in R2 for fast, secure, and cost-effective architecture.

Optimizing and securing connected transportation systems This diagram showcases Cloudflare components optimizing connected transportation systems. It illustrates how their technologies minimize latency, ensure reliability, and strengthen security for critical data flow.

Ingesting BigQuery Data into Workers AI You can connect a Cloudflare Worker to get data from Google BigQuery and pass it to Workers AI, to run AI Models, powered by serverless GPUs.

Multi-vendor AI observability and control By shifting features such as rate limiting, caching, and error handling to the proxy layer, organizations can apply unified configurations across services and inference service providers.

Composable AI architecture The architecture diagram illustrates how AI applications can be built end-to-end on Cloudflare, or single services can be integrated with external infrastructure and services.

Content-based asset creation AI systems combine text-generation and text-to-image models to create visual content from text. They generate prompts, moderate content, and produce images for various applications.

Retrieval Augmented Generation (RAG) RAG combines retrieval with generative models for better text. It uses external knowledge to create factual, relevant responses, improving coherence and accuracy in NLP tasks like chatbots.

Automatic captioning for video uploads By integrating automatic speech recognition technology into video platforms, content creators, publishers, and distributors can reach a broader audience, including individuals with hearing impairments or those who prefer to consume content in different languages.

Serverless image content management Leverage various components of Cloudflare's ecosystem to construct a scalable image management solution

Was this helpful?

YesNo

On this page

Docs

{"@context":"https://schema.org","@type":"TechArticle","@id":"https://developers.cloudflare.com/workers-ai/guides/demos-architectures/#page","headline":"Demos and architectures","description":"Explore demo applications and reference architectures built with Workers AI.","url":"https://developers.cloudflare.com/workers-ai/guides/demos-architectures/","inLanguage":"en","image":"https://developers.cloudflare.com/workers-ai/guides/demos-architectures/og.png?v=55e90558513810b9","dateModified":"2026-05-19","publisher":{"@type":"Organization","name":"Cloudflare","description":"One platform for your apps, agents, and workforce. Build, secure, and scale without managing infrastructure","url":"https://www.cloudflare.com/","sameAs":["https://github.com/cloudflare","https://www.linkedin.com/company/cloudflare","https://x.com/cloudflare"],"logo":{"@type":"ImageObject","url":"https://developers.cloudflare.com/logo.svg"},"address":{"@type":"PostalAddress","streetAddress":"101 Townsend St","addressLocality":"San Francisco","addressRegion":"CA","postalCode":"94107","addressCountry":"US"},"contactPoint":[{"@type":"ContactPoint","contactType":"Customer Support","url":"https://support.cloudflare.com/","availableLanguage":["English"]},{"@type":"ContactPoint","contactType":"Sales","url":"https://www.cloudflare.com/contact/","availableLanguage":["English"]}]},"isPartOf":{"@type":"WebSite","@id":"https://developers.cloudflare.com/#website","name":"Cloudflare Docs","url":"https://developers.cloudflare.com/"}}

description: Step-by-step Workers AI tutorials for building AI-powered applications on Cloudflare. title: Tutorials image: https://developers.cloudflare.com/workers-ai/guides/tutorials/og.png?v=b1a5618c45b0b1d2

Skip to content

Documentation Index
Fetch the complete documentation index at: https://developers.cloudflare.com/workers-ai/llms.txt
Use this file to discover all available pages before exploring further.