AI * [Overview](/ai/) * Products * Learn * [Our Story](/ai/our-story/) * [Customers](/ai/generative-ai/customers/) * Resources * AI Transformation # Turn your AI ambitions into business results with AWS From chips to agentic solutions, get there faster on a foundation proven across millions of workloads. [Start a conversation](/ai/#cb-only?p=hub&c=ai&z=1) [Read how AI drives value](/executive-insights/reimagine/) ![AWS_Illustration_Continued-PreTraining_1_1200](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/AWS_Illustration_Continued-PreTraining_1_12001.ec527763f065e0b369106b2db86429328c7bd1a2.jpg) ## Why choose AWS for AI Build and run AI on your terms. Grounded in your data. Reliable where it counts most. ![AWS AI: From chips to agentic solutions with AWS AI chips, global infrastructure, data foundation, models, agent development, and agentic solutions.](https://d1.awsstatic.com/onedam/marketing-channels/website/public/shared/images/26-IDP-NON-AWSAIChipsToAgentic-Web-NA-Image-Marketecture-en-US-1740X1178-FINAL.8f7c4701db8e2910352d2d75d598a0f65349c30f.png) ## With AWS, you can... ### Build your next breakthrough on a foundation proven across millions of production workloads. Access hundreds of models through Amazon Bedrock. Build agents with AgentCore or Strands on open standards. Get the right tool for the job with nearly 2X more production-ready AI capabilities than other cloud providers. ### Move faster with price-performance built for AI at any scale. Get more from every AI dollar you spend. Trainium delivers up to 40% better price-performance, while a broad choice of models helps you find the right balance of intelligence, speed, and cost. ### Multiply what your teams can do with purpose-built agents that know the job and get sharper the more they work. From coding with Kiro to business productivity with Amazon Quick, agents built on AWS arrive ready to work, acting on your behalf and delivering faster than your teams thought possible. ### Scale AI on a foundation of trust, built for your most demanding, mission-critical workloads. Proven security, governance, and reliability for all your AI workloads. Your data stays where you put it, governed by the rules you define. Set guardrail policies once, enforce them across every account. ## Build AI that works in production and holds up at scale [Explore all AI products](/ai/services/) ![aws-library_illustration_security_2_1200](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_security_2_1200.0658e7f7e3acd821126011c75dd8aff748f665e4.jpg) ### Ship AI agents to production with security and governance built in [Explore agent building](/ai/build-ai-agents/) ![Abstract colorful blocks representing data visualization and dashboard components](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_culture_13_1200.316770becd628380f7b1be5e25e6d6ceea85e53e.jpg) ### Run inference at scale on the models and compute you choose [Explore model inferencing](/bedrock/) ![aws-library_illustration_cloud_5_1200.jpg](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_cloud_5_1200.0a6f3d08c20f56902d3725334bd517f652174eac.jpg) ### Customize models on your data, fully serverless [Explore model customization](/ai/customize-ai-models/) ![aws-library_illustration_data_3_1200.jpg](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_data_3_1200.5d8286a51874176d6fb0e8629ba797fb2d6c5b86.jpg) ### Turn your data into a governed foundation for AI [Explore data for AI](/data/) ![Abstract tech illustration representing Amazon AI with colorful geometric panels and flowing ribbon shapes in grid structure](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_connect_2_1200.7aa55d1ac7ac98b4f063872d6ce2f1ad6a7ec95f.jpg) ### Power every AI workload with AI chips built for more performance per dollar [Explore AI chips](/ai/infrastructure/) ## Explore AWS AI Products and Services [Explore all AI products](/ai/services/) ![Abstract hub and spoke network illustration representing AWS professional services connections](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_connect_9_1200.beabd73b3045c8f4deb912efd20ec7682058d6b4.jpg) ### Turn ideas into working software with AI that plans, codes, and tests [Explore Kiro](https://kiro.dev/) ![aws-library_illustration_connect_4_1200.jpg](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_connect_4_1200.e04683dfef1f738aa4c5867befa1824e97636fab.jpg) ### Get answers, create apps, and automate tasks with one AI assistant [Explore Amazon Quick](/quick/) ![Geometric shapes illustration symbolizing AWS vision and pattern recognition](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_culture_1_1200.2d76866bcb9880aacce395e9566ade804f786ccd.jpg) ### Put AI agents to work in customer service, hiring, supply chain, and healthcare [Explore Amazon Connect](/products/connect/) ![aws-library-illustration-cloud-3-1200](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_cloud_3_1200.aa8d00378bf237ee53e24b751ca793a24205e0a6.jpg) ### Run inference and build agents at scale on a trusted platform [Explore Amazon Bedrock](/bedrock/) ![aws-library_illustration_cloud_14_1200.jpg](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_cloud_14_1200.c1e33e41d53d1e32d072aae50e377ccf6192d2eb.jpg) ### Build, connect, and optimize production agents, with any frameworks and models [Explore Amazon Bedrock Agentcore](/bedrock/agentcore/) ![aws-library_illustration_cloud_8_12001.jpg](https://d1.awsstatic.com/onedam/marketing-channels/website/marketplace/en_US/approved/1-stock-imagery/brand-images_1200x900/illustration/aws-library_illustration_cloud_8_12001.0add471ee2971f1d3963f13b986423550a30b438.jpg) ### Build, customize, and deploy AI models at any scale with governance and control at every step [Explore Amazon SageMaker AI](/sagemaker/ai/) ## How customers run AI in production on AWS [See all customer stories](/solutions/case-studies/innovators/) [![Bundesliga delivers real-time match insights to millions of fans](https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/solution-case-studies/approved/images/bundesliga-customer-story.91dd15e34987546d434fd8b94de751567863debd.png) Customer Story ### Bundesliga delivers real-time match insights to millions of fans AWS AI powers predictive analytics and personalized fan experiences across every match, processing millions of data points in real time. Read the story](/sports/bundesliga/) [![Pinterest scales visual AI to billions of recommendations](https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/solution-case-studies/approved/images/pinterest-customer-story.758a86dcf4d1c2df9e484786857424fcfa20370c.jpg) Customer Story ### Pinterest scales visual AI to billions of recommendations Personalized discovery for 500M+ monthly users with AI models trained and served on AWS infrastructure at global scale. Read the story](/solutions/case-studies/innovators/pinterest/) [![ADP deploys AI agents to transform HR at enterprise scale](https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/solution-case-studies/approved/images/adp-customer-story.0cc5c6e31ef0b77fc675489029cf85f3be4050ee.png) Customer Story ### ADP deploys AI agents to transform HR at enterprise scale Agentic AI for human capital management: automating complex workflows while maintaining compliance across millions of payroll transactions. Read the story](/solutions/case-studies/adp-case-study/) ## AI built for your industry ![Missing alt text value](https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/agents/gradial/ai-for-financial-services.ebc447720559cf3f65968fc150b36d5be24b0ea2.png) ### AI for financial services Fraud detection, risk modeling, and compliance automation for regulated environments [Explore FSI solutions](/financial-services/generative-ai/) ![Missing alt text value](https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/agents/gradial/ai-for-public-sector.30eaad9c517b410de13c4b3873bd5821ea81cb12.png) ### AI for public sector Citizen services, defense, and mission-critical AI with FedRAMP and GovCloud compliance [Explore public sector](/government-education/generative-ai-impact-initiative-resources/) ![Missing alt text value](https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/agents/gradial/ai-for-automotive.0a476a55e345c3718c341b267d3c61ccc8a218bc.png) ### AI for automotive and manufacturing Predictive maintenance, supply chain optimization, and autonomous systems at production scale [Explore automotive](/automotive/automotive-generative-ai/) ![Missing alt text value](https://d1.awsstatic.com/onedam/marketing-channels/website/aws/en_US/agents/gradial/ai-for-media.4b0cf43cc67344632cc25c5d68e36f699f3fb3a6.png) ### AI for media, entertainment, and games Content generation, personalization, and real-time fan engagement at global scale [Explore media solutions](/media/generative-ai/) ## Get started with AWS AI [Contact us ### Connect with a specialist Get answers now](https://pages.awscloud.com/global-ln-gc-400-ai-contact-us.html?sc=h&btn=2&v=ctrl&refid=77d5639f-0c84-4808-a595-386492a67c28) [AI Assistant ### Ask a question, get an instant answer Start a conversation](/ai/#cb-only) * [FAQs 5](#faqs--1a531s3) ## Frequently asked questions ### FAQs [Open all](#) #### What models are available on AWS? * Amazon Bedrock gives you access to hundreds of leading foundation models from Anthropic, OpenAI, Google, Meta, Amazon, and more. You can also deploy and serve custom models using Amazon SageMaker AI. Choose the right model for each task without being locked into a single provider. #### How does AWS help control AI costs? * Cost control and visibility across AI workloads (training, inference, agent operations) in one billing view. Purpose-built chips like Trainium deliver 30-40% better price-performance. Additional levers: model distillation (smaller models that cost less), intelligent prompt routing (routes queries to balance cost and quality), and auto-scaling that matches capacity to demand. #### How does AWS secure AI workloads? * AWS pioneered automated reasoning to bring mathematical verification to AI. Automated Reasoning checks in Amazon Bedrock Guardrails help detect factual errors and validate responses against polices you define. AgentCore Policy enforces agent boundaries with mathematical proof, and existing IAM, VPC, and compliance controls extend automatically. #### How does AWS provide openness and flexibility across models and frameworks? * AWS supports open standards (MCP and A2A protocols), major ML frameworks, gives you the flexibility to swap models, frameworks, and broad choice across models and compute as your needs evolve. Build with Bedrock, SageMaker AI, or open-source tools like Strands Agents. Your code stays portable. #### How do I go from a prototype to production? * Amazon Bedrock AgentCore bridges the gap between prototyping and production. Managed infrastructure for agent hosting, built-in observability, deterministic policy controls, and guardrails help you go from prototype to production without rebuilding. ## Did you find what you were looking for today? Let us know so we can improve the quality of the content on our pages Yes No