--- description: Explore demo applications and reference architectures built with Workers AI. title: Demos and architectures image: https://developers.cloudflare.com/og-docs.png --- [Skip to content](#main-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. # Demos and architectures Last updated Aug 24, 2026|Copy as Markdown|[View as Markdown](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/workers-ai/guides/demos-architectures/index.md)|[Agent setup](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/agent-setup/) 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.](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/reference-architecture/diagrams/serverless/fullstack-application/) [**Storing user generated content**Store user-generated content in R2 for fast, secure, and cost-effective architecture.](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/reference-architecture/diagrams/storage/storing-user-generated-content/) [**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.](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/reference-architecture/diagrams/iot/optimizing-and-securing-connected-transportation-systems/) [**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.](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/reference-architecture/diagrams/ai/bigquery-workers-ai/) [**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.](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/reference-architecture/diagrams/ai/ai-multivendor-observability-control/) [**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.](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/reference-architecture/diagrams/ai/ai-composable/) [**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.](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/reference-architecture/diagrams/ai/ai-asset-creation/) [**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.](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/reference-architecture/diagrams/ai/ai-rag/) [**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.](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/reference-architecture/diagrams/ai/ai-video-caption/) [**Serverless image content management**Leverage various components of Cloudflare's ecosystem to construct a scalable image management solution](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/reference-architecture/diagrams/serverless/serverless-image-content-management/) Was this helpful? YesNo ## On this page [![](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/_astro/logo.te5VL_aD.svg)Docs](https://docs-durable-objects-instance-replaced-errors.previews.developers.cloudflare.com/) ```json {"@context":"https://schema.org","@type":"TechArticle","@id":"https://developers.cloudflare.com/workers-ai/guides/demos-architectures/#page","headline":"Demos and architectures ยท Cloudflare Workers AI docs","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/og-docs.png","dateModified":"2026-08-24","publisher":{"@type":"Organization","name":"Cloudflare","description":"One platform for your apps, agents, and workforce. 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