--- source_url: https://aws.amazon.com/startups/learn title: "AWS Startups Learn Articles — searchable index" --- ## AWS Startups Learn Articles Searchable index of hundreds of learn articles from aws.amazon.com/startups/learn, organized by category. Use it to find the right article, then open the linked file for full content. ## How to use 1. Scan the tables below by category (or grep across the file). 2. Match on title, summary, or keywords — the Keywords column is the fastest filter. 3. Open the linked file for full article text. 4. Every article has a `source_url` in its frontmatter so you can cite the canonical URL. --- ## genai (56 articles) Generative AI resources: building with Bedrock/SageMaker, RAG, fine-tuning, AI agents, GenAIOps, foundation model selection, and startup AI case studies. | Article | Summary | Keywords | | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------- | | [6 questions startup founders ask about generative AI](learn/genai/6-questions-startup-founders-ask-about-generative-ai.md) | Infographic answering top founder questions on gen AI use cases, productivity, and customer experience | generative AI, startups, infographic, use cases, productivity | | [A guide on using AI-powered analytics to maximize startup growth](learn/genai/a-guide-on-using-ai-powered-analytics-to-maximize-startup-growth.md) | Practical guide to AI analytics with SageMaker, Lex, and Forecast for data-driven startup decisions | AI analytics, Amazon SageMaker, Amazon Forecast, Amazon Lex, startups | | [A new chapter in experiential content: how generative AI empowers creators](learn/genai/a-new-chapter-in-experiential-content-how-generative-ai-empowers-creators.md) | Video: Founders discuss gen AI's impact on content creation, prompt-based image generation, and brand engagement | generative AI, content creation, creators, NLG, image generation | | [A Seven-Step Checklist to Get Your Generative AI Application Security-Ready](learn/genai/a-seven-step-checklist-to-get-your-generative-ai-application-security-ready.md) | Seven actionable security controls - governance, access, monitoring - for production gen AI apps | security, generative AI, compliance, governance, Amazon Bedrock | | [Anthropic Claude 3: Next-gen models on Amazon Bedrock](learn/genai/anthropic-claude-3-next-gen-models-on-amazon-bedrock.md) | Overview of Claude 3 Opus, Sonnet, and Haiku model family - capabilities, tradeoffs, and multimodal inputs | Claude 3, Amazon Bedrock, Anthropic, foundation models, multimodal | | [Automating Unstructured Data Processing with Amazon SageMaker](learn/genai/automating-unstructured-data-processing-with-amazon-sagemaker.md) | Case study: Super.AI uses SageMaker active learning to automate image and text data processing at scale | Amazon SageMaker, unstructured data, active learning, labeling, e-commerce | | [AWS Generative AI Accelerator seeks the next generation of global AI leaders](learn/genai/aws-generative-ai-accelerator-seeks-the-next-generation-of-global-ai-leaders.md) | 2025 GAIA applications are open - up to $1M credits, mentorship, and go-to-market support for AI startups | AWS Generative AI Accelerator, startups, credits, mentorship | | [AWS launches global generative AI accelerator for startups](learn/genai/aws-launches-global-generative-ai-accelerator-for-startups.md) | Announcement of the first AWS Generative AI Accelerator - 10 weeks, $300K credits, global applications | AWS Generative AI Accelerator, startups, credits, Runway | | [Blockchain and generative AI: Fueling innovation within the digital economy](learn/genai/blockchain-and-generative-ai-fueling-innovation-within-the-digital-economy.md) | How blockchain and gen AI converge for AI governance, smart-contract security, and onchain economy innovation | blockchain, generative AI, Amazon Bedrock, Coinbase, Prove AI, AI governance | | [Boosted.ai's generative AI portfolio manager surfaces near-instant finance insights with AWS](learn/genai/boosted-ais-generative-ai-portfolio-manager-surfaces-near-instant-finance-insights-with-aws.md) | Case study: Boosted.ai cuts LLM costs 90% by domain-optimizing a model for capital markets on AWS | Boosted.ai, LLM, finance, cost optimization, domain-specific models | | [Build AI agents that scale: Serverless architecture on AWS](learn/genai/build-ai-agents-that-scale-serverless-architecture-on-aws.md) | Architecture guide for building production agentic AI apps with Bedrock, Knowledge Bases, S3 Vectors, and AgentCore | AI agents, serverless, Amazon Bedrock, AgentCore, S3 Vectors, RAG | | [Build and deploy a cutting-edge generative AI application with LangChain and Amazon Bedrock](learn/genai/build-and-deploy-a-cutting-edge-generative-ai-application-with-langchain-and-amazon-bedrock.md) | Video: Harrison Chase shows how to integrate LangChain with Bedrock for gen AI app development | LangChain, Amazon Bedrock, open-source, generative AI, development | | [Building Generative AI Applications for Your Startup](learn/genai/building-generative-ai-applications-for-your-startup.md) | Step-by-step primer on foundation models, prompt engineering, RAG, and fine-tuning for startup builders | foundation models, Amazon Bedrock, LangChain, RAG, fine-tuning | | [Choosing the Right Generative AI Learning Path](learn/genai/choosing-the-right-generative-ai-learning-path.md) | Pick the right gen AI courses and resources for technical and non-technical founders to upskill fast | generative AI, learning paths, startups, foundation models | | [Conquering Large-Scale Inference](learn/genai/conquering-large-scale-inference.md) | Video: AssemblyAI's VP shares techniques for efficient large-scale deep learning model inference | inference, AssemblyAI, parallelization, distributed systems, GPUs | | [Crate builds with generative AI on AWS to reimagine online spaces](learn/genai/crate-builds-with-generative-ai-on-aws-to-reimagine-online-spaces.md) | Case study: Crate uses gen AI to auto-organize and personalize digital content collections for users | Crate, generative AI, personalization, content curation, AWS | | [Data-centric AI development in the FM/LLM era](learn/genai/data-centric-ai-development-in-the-fm-llm-era.md) | Video: Adapting foundation models to custom use cases with data-centric workflows and weak supervision | Snorkel AI, foundation models, LLM, data labeling, fine-tuning | | [Fireworks AI: build and run AI agents and applications blazing fast](learn/genai/fireworks-ai-build-and-run-ai-agents-and-applications-blazing-fast.md) | Case study: Fireworks AI lets businesses run and customize open models with one line of code on AWS | Fireworks AI, model serving, inference, AWS, open-source models | | [Generative AI: The next productivity frontier](learn/genai/generative-ai-the-next-productivity-frontier.md) | Video: Founders from Crate, Knowtex, Fireworks, and Yellow discuss automating work with gen AI | generative AI, productivity, automation, startups | | [Generative AI](learn/genai/generative-ai.md) | Hub page listing all AWS Startups gen AI articles, guides, and customer stories in one place | generative AI, AWS Startups, resource hub, index | | [How Amazon SageMaker helps Widebot provide Arabic sentiment analysis](learn/genai/how-amazon-sagemaker-helps-widebot-provide-arabic-sentiment-analysis.md) | Case study: Widebot builds an Arabic sentiment classifier on SageMaker for chatbot analytics | Amazon SageMaker, NLP, sentiment analysis, Arabic, chatbots | | [How Climate Tech Startups Use Generative AI to Address the Climate Crisis](learn/genai/how-climate-tech-startups-use-generative-ai-to-address-the-climate-crisis.md) | Case study: BrainBox AI and others use Bedrock to cut building emissions and accelerate climate solutions | climate tech, Amazon Bedrock, BrainBox AI, sustainability, HVAC | | [How Generative AI is Changing the Startup Landscape](learn/genai/how-generative-ai-is-changing-the-startup-landscape.md) | Understand how startups both consume and produce gen AI tools to innovate faster with fewer resources | generative AI, startups, innovation, HuggingFace, Anthropic | | [How Machine Learning Helps Fraud.net Build App to Combat Fraud](learn/genai/how-machine-learning-helps-fraud-net-to-build-a-modern-app-on-aws-to-combat-financial-fraud.md) | Case study: Fraud.net uses ML on AWS serverless to detect financial fraud via cross-industry data sharing | Fraud.net, machine learning, fraud detection, serverless, fintech | | [How Patronus AI helps enterprises boost their confidence in generative AI](learn/genai/how-patronus-ai-helps-enterprises-boost-their-confidence-in-generative-ai.md) | Case study: Patronus AI automates LLM evaluation and adversarial testing to reduce hallucination risk | Patronus AI, LLM evaluation, trustworthiness, testing, generative AI | | [How Phagos is using generative AI to change the way infectious diseases are treated](learn/genai/how-phagos-is-using-generative-ai-to-change-the-way-infectious-diseases-are-treated.md) | Case study: Phagos matches phages to bacteria with gen AI on SageMaker, developing treatments in 2 months | Phagos, Amazon SageMaker, genomics, phage therapy, biotech | | [How Pieces Technologies leverages AWS services to predict patient outcomes](learn/genai/how-pieces-technologies-leverages-aws-services-to-predict-patient-outcomes.md) | Case study: Pieces predicts patient adverse events using ML on EKS, MWAA, and natural language generation | Pieces Technologies, Amazon EKS, MWAA, healthcare, predictive AI | | [How Proto is bringing cutting-edge avatars to life with Amazon Bedrock](learn/genai/how-proto-is-bringing-cutting-edge-avatars-to-life-with-amazon-bedrock.md) | Case study: Proto migrates to Bedrock for realistic AI hologram avatars with guardrails and multi-FM access | Proto, Amazon Bedrock, Claude, avatars, holograms, generative AI | | [How Snoonu revolutionized its business using Amazon Bedrock and Amazon Personalize](learn/genai/how-snoonu-revolutionized-its-business-using-amazon-bedrock-and-amazon-personalize.md) | Case study: Snoonu automates product categorization with Bedrock and adds real-time recs with Personalize | Snoonu, Amazon Bedrock, Amazon Personalize, e-commerce, categorization | | [How Snorkel AI achieved over 40% cost savings by scaling ML workloads using Amazon EKS](learn/genai/how-snorkel-ai-achieved-over-40-percent-cost-savings-by-scaling-machine-learning-workloads-using-amazon-eks.md) | Case study: Snorkel AI cuts cluster compute costs 40%+ with EKS autoscaling and Savings Plans | Snorkel AI, Amazon EKS, cost optimization, autoscaling, ML infrastructure | | [How to take a generative AI proof of concept to production](learn/genai/how-to-take-a-gen-ai-proof-of-concept-to-production.md) | Video: Steps to move a gen AI PoC into safe production deployment with Loka and AWS | generative AI, production deployment, PoC, startups, AWS | | [Leonardo AI drives tech evolution using generative AI on AWS](learn/genai/leonardo-ai-drives-tech-evolution-using-generative-ai-on-aws.md) | Case study: Leonardo AI scales to 15M users with EC2 Inferentia2, cutting costs 60% and boosting LLM speed 35% | Leonardo AI, EC2, Inferentia2, image generation, generative AI | | [Week 9: Leveraging Vendors to Move Faster](learn/genai/leveraging-vendors-to-move-faster.md) | Course module on build-vs-buy decisions and software procurement strategies for startups | build vs buy, vendors, procurement, startups | | [Mapping the trajectory of generative AI: from learning to impact](learn/genai/mapping-the-trajectory-of-generative-ai-from-learning-to-impact.md) | Video: Keynote panel on gen AI's cross-industry impact, ethics, privacy, and responsible deployment | generative AI, ethics, responsible AI, healthcare, innovation | | [Meet your AWS Startup generative AI support team](learn/genai/meet-your-aws-startup-generative-ai-support-team.md) | Understand the roles of Account Managers, Solutions Architects, and specialists who support gen AI startups | AWS Startups, support team, co-build, co-market, co-sell | | [Meeting.ai automates time-consuming meeting tasks with Amazon Bedrock](learn/genai/meetingai-automates-time-consuming-meeting-tasks-with-amazon-bedrock.md) | Case study: Meeting.ai uses Claude on Bedrock for multilingual meeting transcription, cutting costs 33% | Meeting.ai, Amazon Bedrock, Claude, transcription, Bahasa Indonesia | | [Noetik powers precision cancer therapies with machine learning](learn/genai/noetik-powers-precision-cancer-therapies-with-machine-learning.md) | Case study: Noetik trains multimodal cancer biology models on SageMaker HyperPod with 256 NVIDIA H100s | Noetik, SageMaker HyperPod, NVIDIA H100, cancer, foundation models, AWS Generative AI Accelerator | | [Optimize the cost of generative AI for your startup](learn/genai/optimize-the-cost-of-generative-ai-for-your-startup.md) | Infographic showing how early decisions shape gen AI project costs and strategies to control spend | cost optimization, generative AI, startups, budgeting | | [PhysicsX: Accelerating Engineering Innovation with Generative AI](learn/genai/physicsx-accelerating-engineering-innovation-with-generative-ai.md) | Case study: PhysicsX replaces numerical simulation with AI foundation models on AWS for faster engineering | PhysicsX, EKS, AWS Batch, simulation, foundation models | | [Reimagining search: Perplexity drives productivity with generative AI-powered answer engine](learn/genai/reimagining-search-perplexity-drives-productivity-with-generative-ai-powered-answer-engine.md) | Case study: Perplexity builds an AI answer engine on SageMaker serving 250M+ queries/month | Perplexity, Amazon SageMaker, search, LLM, AWS Activate | | [Relative Insight uncovers the "why" behind customer feedback with generative AI](learn/genai/relative-insight-is-uncovering-the-why-behind-customer-feedback-with-generative-ai.md) | Case study: Relative Insight uses Bedrock to turn unstructured feedback into actionable narrative reports | Relative Insight, Amazon Bedrock, text analytics, NLP, customer feedback | | [Rogo delivers secure AI with Amazon Bedrock, driving innovation in finance](learn/genai/rogo-delivers-secure-ai-with-amazon-bedrock-driving-innovation-in-finance.md) | Case study: Rogo builds a compliant AI analyst on Bedrock for Wall Street research and deal automation | Rogo, Amazon Bedrock, finance, LLM, compliance, AI agents | | [Scale your startup smarter: Essential generative AI use cases](learn/genai/scale-your-startup-smarter-essential-generative-ai-use-cases.md) | Practical gen AI use cases for customer experience, operations, insights, and creativity with AWS services | generative AI, use cases, startups, Amazon Bedrock, productivity | | [Scaling smarter: How Relevance AI is transforming work with AI agents](learn/genai/scaling-smarter-how-relevance-ai-is-transforming-work-with-ai-agents.md) | Case study: Relevance AI deploys thousands of AI agents on Lambda and Batch via AWS Activate | Relevance AI, AI agents, AWS Lambda, AWS Batch, AWS Activate | | [Selecting the right foundation model for your startup](learn/genai/selecting-the-right-foundation-model-for-your-startup.md) | Framework for evaluating FMs by customization, size, latency, licensing, and benchmarks for your use case | foundation models, model selection, Amazon Bedrock, benchmarks, startups | | [Serverless Retrieval Augmented Generation (RAG) on AWS](learn/genai/serverless-retrieval-augmented-generation-on-aws.md) | Build a fully serverless RAG pipeline with Bedrock, Lambda, S3, and LanceDB - code included | RAG, Amazon Bedrock, Lambda, serverless, LanceDB, embeddings | | [Startup's Guide to GenAIOps on AWS Part 1: Future-Proof Your AI Stack from Day One](learn/genai/startups-guide-to-genaiops-on-aws-part-1-future-proof-your-ai-stack-from-day-one.md) | Why adopting GenAIOps early gives startups a clean-slate advantage and avoids technical debt | GenAIOps, MLOps, startups, AWS, AI lifecycle | | [Startup's guide to GenAIOps on AWS part 2: Essentials](learn/genai/startups-guide-to-genaiops-on-aws-part-2-essentials.md) | Actionable steps for data pipelines, prompt management, RAG datasets, and evaluation from prototype to production | GenAIOps, Amazon Bedrock, RAG, prompt engineering, MLOps | | [Startup's Guide to GenAIOps on AWS Part 3: Towards Production Excellence](learn/genai/startups-guide-to-genaiops-on-aws-part-three-towards-production-excellence.md) | Scale your gen AI pipeline with automated data enrichment, CI/CD, observability, and cost governance | GenAIOps, Amazon Bedrock, SageMaker, observability, scaling | | [SupportLogic and AWS: Redefining customer support with generative AI](learn/genai/supportlogic-and-aws-redefining-customer-support-with-generative-ai.md) | Case study: SupportLogic uses Bedrock to predict support risks and provide real-time agent guidance | SupportLogic, Amazon Bedrock, customer support, AI insights | | [Teaching a generation to read: generative AI's impact on education](learn/genai/teaching-a-generation-to-read-generative-ai-impact-on-education.md) | Video: Ello's CTO shows how gen AI builds scalable one-to-one reading tutors for children | generative AI, education, speech recognition, language models, Ello | | [The 2025 AWS Generative AI Accelerator: 40 startups shooting for the stars](learn/genai/the-2025-aws-generative-ai-accelerator-40-startups-shooting-for-the-stars.md) | Meet the 40 startups selected for the 2025 GAIA cohort with up to $1M in credits and an 8-week program | AWS Generative AI Accelerator, startups, mentorship, AWS credits, re:Invent | | [How Eyegage scaled their life-saving app via Impact Accelerator partnership](learn/genai/through-aws-impact-accelerator-eyegage-formed-crucial-connection-to-prepare-machine-learning-demo.md) | Case study: Eyegage connects its eye-analysis app to SageMaker via AWS Impact Accelerator and Avahi | Amazon SageMaker, AWS Lambda, API Gateway, Impact Accelerator, ML inference | | [VC perspectives on generative AI for Latino startups](learn/genai/vc-perspectives-on-generative-ai-for-latino-startups.md) | Investors share funding strategies and competitive advantages for underrepresented Latino AI founders | VC, Latino founders, generative AI, funding, SomosVC | | [What Startups Can Learn from How Large Companies Use Generative AI](learn/genai/what-startups-can-learn-from-how-large-companies-use-generative-ai.md) | Apply enterprise gen AI adoption patterns - customer experience, productivity, operations - to your startup | generative AI, enterprise adoption, startups, productivity | | [What to do before you launch your generative AI solution](learn/genai/what-to-do-before-you-launch-your-generative-ai-solution.md) | Video: Key considerations and decisions before building your gen AI MVP on AWS | generative AI, MVP, launch readiness, AWS, startups | --- ## architecture (22 articles) Cloud architecture patterns: serverless, event-driven, containers, databases, monitoring, scaling, modernization, and infrastructure design for startups. | Article | Summary | Keywords | | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------- | | [Achieving Operational Excellence with AWS Resources](learn/architecture/achieving-operational-excellence-with-aws-resources.md) | Video: Gain actionable insights with AWS monitoring to improve resource utilization | operational excellence, monitoring, CloudWatch | | [Building a serverless dynamic DNS system with AWS](learn/architecture/building-a-serverless-dynamic-dns-system-with-aws.md) | Build a $1-2/month dynamic DNS system using Lambda function URLs, DynamoDB, and Route 53 | Lambda, Route 53, DynamoDB, serverless, DNS | | [Building serverless on AWS to scale Ramp's fast-growing finance automation platform](learn/architecture/building-serverless-on-aws-to-scale-ramps-fast-growing-finance-automation-platform.md) | Case study: Ramp scales fintech on Aurora, Fargate, and ElastiCache with multi-region availability | Aurora, Fargate, ECS, ElastiCache, multi-region, fintech | | [Choosing the Right Architecture](learn/architecture/choosing-the-right-architecture.md) | Video: AWS compute models and serverless architecture to accelerate time to market | serverless, compute, architecture | | [Evolutionary architectures series: Part 1](learn/architecture/evolutionary-architectures-series-part-1.md) | Build an MVP on AWS with Amplify, Lambda, DynamoDB, and Route 53 - from idea to first paying users | Amplify, Lambda, DynamoDB, Route 53, MVP, serverless | | [Evolutionary architectures series: Part 2](learn/architecture/evolutionary-architectures-series-part-2.md) | Evolve past MVP with QuickSight reporting, purpose-built databases, ECS on Fargate, and AWS Activate | QuickSight, ECS, Fargate, DynamoDB, Timestream, RDS | | [Evolutionary Architectures Series: Part 3](learn/architecture/evolutionary-architectures-series-part-3.md) | Transition from monolith to microservices, adopt CI/CD, IaC, event-driven patterns, and multi-account security | microservices, CodePipeline, CloudFormation, EventBridge, CloudFront | | [Evolutionary Architectures Series: Part 4](learn/architecture/evolutionary-architectures-series-part-4.md) | Scale with Series B: hiring, compliance, analytics with QuickSight and Redshift, and ML with SageMaker | Aurora, Redshift, SageMaker, QuickSight, multi-account | | [Maximizing Cost Efficiency with AWS Containers](learn/architecture/maximizing-cost-efficiency-with-aws-containers.md) | Video: Proven techniques to minimize costs and maximize efficiency with AWS container services | containers, ECS, EKS, cost optimization | | [Maximizing Performance with AWS Databases](learn/architecture/maximizing-performance-with-aws-databases.md) | Video: Select the right AWS database for your startup and leverage scalability and performance | databases, RDS, DynamoDB, performance | | [Qbiq: Using AWS Lambda container images & distributed ML to optimize construction](learn/architecture/qbiq-using-aws-lambda-container-images-distributed-ml-to-optimize-construction.md) | Case study: Qbiq does distributed ML on Lambda containers with EFS to generate optimized floor plans | Lambda, EFS, ECR, SQS, containers, ML | | [Accelerating AI/ML scaling and AI development with Anyscale and AWS](learn/architecture/scaling-ai-ml-and-accelerating-ai-development-with-anyscale-and-aws.md) | Case study: Anyscale uses Ray on AWS to simplify distributed AI/ML training and inference at scale | Ray, distributed computing, AI/ML, Anyscale, scaling | | [Scaling rapidly with AWS - How SEON achieved 3x growth for 3 years running](learn/architecture/scaling-rapidly-with-aws-how-seon-achieved-3x-growth-for-3-years-running.md) | Case study: SEON scales fraud detection 3x annually using EC2, RDS, Lambda, and Elastic Beanstalk | EC2, RDS, Lambda, Elastic Beanstalk, fraud detection, scaling | | [Scaling smarter: The power of application monitoring for startups](learn/architecture/scaling-smarter-the-power-of-application-monitoring-for-startups.md) | Video: Drive growth with effective application monitoring on AWS for better visibility and performance | monitoring, observability, CloudWatch, scaling | | [Scaling your startup in the AI era: Introducing AWS Business Support+](learn/architecture/scaling-your-startup-in-the-ai-era-introducing-aws-business-support-plus.md) | AWS Business Support+ combines AI tooling with human expertise for faster issue resolution and cost savings | AWS Support, AI, Trusted Advisor, cost optimization | | [Scaling your startup through cloud app modernization](learn/architecture/scaling-your-startup-through-cloud-app-modernization.md) | Guide to microservices, containers, serverless, and event-driven patterns for modernizing startup apps | ECS, EKS, Lambda, Fargate, microservices, modernization | | [Simplify data processing to enhance innovation with serverless tools](learn/architecture/simplify-data-processing-to-enhance-innovation-with-serverless-tools.md) | Video: Serverless approach to data processing offering scalability, flexibility, and efficiency | serverless, data processing, Lambda | | [The case for purpose-built databases](learn/architecture/the-case-for-purpose-built-databases.md) | Choose the right AWS database per use case - relational, key-value, graph, time series, and more | DynamoDB, Aurora, RDS, Neptune, Redshift, databases | | [Transforming Payments: How Startups Are Pioneering Stablecoin Infrastructure on AWS](learn/architecture/transforming-payments-how-startups-are-pioneering-stablecoin-infrastructure-on-aws.md) | How zerohash, Yellow Card, and Bastion build compliant stablecoin platforms on EKS, Lambda, and Nitro Enclaves | EKS, Lambda, Nitro Enclaves, stablecoins, fintech, Web3 | | [Unleashing Startup Growth Through Event-Driven Architecture](learn/architecture/unleashing-startup-growth-through-event-driven-architecture.md) | Video: APIs vs. events — explore event-driven architecture advantages for startup growth | event-driven architecture, APIs, scaling, startups | | [Unlocking growth: scaling strategies for B2B startups](learn/architecture/unlocking-growth-scaling-strategies-for-b2b-startups.md) | Video: Proven techniques and AWS solutions for sustainable B2B startup growth | B2B, scaling, growth, startups, AWS | | [Using GitOps with Amazon Elastic Kubernetes Service with Landbay](learn/architecture/using-gitops-with-amazon-elastic-kubernetes-service-with-landbay.md) | Case study: Landbay does GitOps with Flux and EKS to streamline deployments and harden security | EKS, GitOps, Flux, Terraform, ECR, Bottlerocket | --- ## getting-started (40 articles) Foundational guides: first steps on AWS, building frontend/backend, authentication, databases, MVP development, Activate credits, and founder fundamentals. | Article | Summary | Keywords | | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------- | | [Andreessen Horowitz Cofounder Ben Horowitz on the Cloud](learn/getting-started/andreessen-horowitz-cofounder-ben-horowitz-on-the-cloud-weathering-economic-turmoil-and-building-lasting-relationships.md) | Six insights from Ben Horowitz on VC trends, cash management, cloud innovation, and trust-building for founders | venture capital, AWS, cloud computing, startups, a16z, re:Invent | | [Applying for AWS Activate Credits: A Step-by-Step Guide](learn/getting-started/applying-for-aws-activate-credits-a-step-by-step-guide.md) | Eligibility requirements, application checklist, and next steps to receive up to $100K in AWS credits | AWS Activate, credits, Amazon Bedrock, startups, eligibility | | [Week 3: Authentication and Customer Management](learn/getting-started/auth-management.md) | Course covering authentication best practices, common security use cases, and services for securing your startup | authentication, security, Amazon Cognito, startups, IAM | | [AWS Marketplace Listing: A Step-by-Step Guide for Startups](learn/getting-started/aws-marketplace-listing-a-step-by-step-guide-for-startups.md) | Four-step guide to register, configure, price, and publish your SaaS listing on AWS Marketplace | AWS Marketplace, SaaS, listing, go-to-market, startups | | [Building a Successful Business: The Importance of Customer Validation](learn/getting-started/building-a-successful-business-importance-of-customer-validation.md) | Video: Market dynamics, adoption rates, and marketing strategies to meet target audience expectations | customer validation, product-market fit, marketing, startups | | [Building a Technical Foundation as a Non-Technical Founder](learn/getting-started/building-a-technical-foundation-as-a-non-technical-founder.md) | Practical paths for non-technical founders: hiring, partnerships, StartBoost, and free AWS training resources | AWS Activate, non-technical founders, hiring, cloud training | | [Week 5: Building Scalable Distributed Architecture](learn/getting-started/building-scalable-distributed-architecture.md) | Course on loosely coupled systems, orchestration vs choreography, and event-driven architecture | distributed systems, event-driven architecture, scaling, AWS | | [Week 2: Building Your Backend](learn/getting-started/building-your-backend.md) | Course on backend architecture planning, compute options on AWS, and exploring real-world scenarios | backend, compute, AWS Lambda, Amazon EC2, architecture | | [Week 1: Building Your Frontend](learn/getting-started/building-your-frontend.md) | Course on evaluating front-end frameworks, best practices, common pitfalls, and delivering your MVP | frontend, MVP, frameworks, AWS Amplify, startups | | [CareCoPilot Founder Alyse Dunn Wins Big After AWS Impact Accelerator](learn/getting-started/carecopilot-founder-alyse-dunn-wins-big-after-aws-impact-accelerator.md) | Case study: CareCoPilot builds a caregiving app after joining the AWS Impact Accelerator for Black Founders | AWS Impact Accelerator, caregiving, diversity, Amazon EC2, Amazon S3 | | [Celebrating Hispanic Heritage Month with Hispanic Startup Founders on AWS: Part 1](learn/getting-started/celebrating-hispanic-heritage-month-with-hispanic-startup-founders-on-aws-part-1.md) | Case study: Factored bridges the Latin American data science talent gap using AWS Activate and AI services | AWS Activate, AI, machine learning, diversity, data science | | [Celebrating Hispanic Heritage Month with Hispanic Startup Founders on AWS: Part 2](learn/getting-started/celebrating-hispanic-heritage-month-with-hispanic-startup-founders-on-aws-part-2.md) | Case study: Gallus Insights delivers advanced analytics to mid-market firms using Amazon RDS, S3, and SageMaker | Amazon RDS, Amazon S3, Amazon SageMaker, analytics, diversity | | [Week 6: Choosing the Right Database](learn/getting-started/choosing-the-right-database.md) | Course on modern database requirements, data models, and selecting purpose-built databases for startups | databases, Amazon DynamoDB, Amazon RDS, data strategy | | [From Vision to Reality: Creating a Successful Product Roadmap](learn/getting-started/creating-a-successful-product-roadmap.md) | Video: Process-driven framework with practical tips to connect high-level vision with actionable plans | product roadmap, planning, strategy, startups | | [Demystifying Startup Jargon](learn/getting-started/demystifying-startup-jargon.md) | Glossary of essential startup terminology across funding, finance, and investment to navigate conversations | startup terminology, funding, venture capital, finance | | [Founder Fundamentals](learn/getting-started/founder-fundamentals.md) | Six short modules on co-founders, idea validation, customer discovery, and building a prototype | founder basics, co-founder, customer discovery, prototype | | [Fresh Ideas and New Connections at the AWS Founders Retreat](learn/getting-started/fresh-ideas-and-new-connections-at-the-aws-founders-retreat.md) | Recap of the AWS Founders Retreat: storytelling sessions, investor access, and $100K pitch grants | AWS Impact Bootcamp, diversity, pitch competition, Techstars | | [Ship Your MVP in Hours with AWS Amplify Studio](learn/getting-started/from-figma-design-to-full-stack-react-app-ship-your-mvp-in-hours-with-aws-amplify-studio.md) | Go from Figma designs to a full-stack React app using Amplify Studio's visual interface and serverless backend | AWS Amplify, Figma, React, MVP, serverless, frontend | | [From MVP to Success: Strategies for Effective Product Development](learn/getting-started/from-mvp-to-success-strategies-for-effective-product-development.md) | Video: Accelerate product development using MVP principles, sprints, and iterative processes | MVP, product development, sprints, iteration, startups | | [Week 8: Getting Started with Gen AI](learn/getting-started/getting-started-with-gen-ai.md) | Course on AI-ML basics, defining Gen AI use cases, selecting foundation models, and exploring Gen AI services | generative AI, Amazon Bedrock, foundation models, machine learning | | [Getting Started with AWS](learn/getting-started/how-to-get-started-with-aws.md) | Orientation guide covering what to do after signing up, support options, and which AWS services to explore first | AWS, getting started, cloud computing, onboarding, startups | | [Innovation in Motion: Week One of GAIA 2025](learn/getting-started/innovation-in-motion-week-one-of-gaia-2025.md) | Inside the 2025 AWS Generative AI Accelerator launch week - mentorship, community, and scaling AI startups | GAIA, generative AI, accelerator, AWS Marketplace, mentorship | | [Week 10: Innovating Iteratively Post Launch](learn/getting-started/innovating-iteravely-post-launch.md) | Course on post-launch experimentation, customer feedback prioritization, and continuous iteration | post-launch, iteration, experimentation, customer feedback | | [Join the AWS Partner Network: A Step-by-Step Guide for Startups](learn/getting-started/join-the-aws-partner-network-a-step-by-step-guide-for-startups.md) | Step-by-step checklist to assess readiness and register for the AWS Partner Network | AWS Partner Network, APN, go-to-market, AWS Marketplace | | [Letter to a Future Founder: AWS Impact Accelerator](learn/getting-started/letter-to-a-future-founder-build-community-boost-business-and-dream-big-with-the-aws-impact-accelerator-program.md) | First-person account of the AWS Impact Accelerator experience with tips on networking and pitching | AWS Impact Accelerator, Amazon EC2, Amazon S3, diversity, community | | [Week 4: Managing Customer Interactions](learn/getting-started/managing-customer-interactions.md) | Course on scaling customer interactions while maintaining empathy and capturing feedback effectively | customer experience, scaling, feedback, startups | | [Learning Paths - AWS Startups](learn/getting-started/paths.md) | Directory of video learning paths covering MVP building, Gen AI, databases, scaling, and post-launch iteration | learning paths, MVP, generative AI, databases, startups | | [Prepare to Build](learn/getting-started/prepare-to-build.md) | Six-lesson course on MVPs, roadblocks, growth stages, roadmaps, growing pains, and startup culture | MVP, product roadmap, growth stages, startup culture | | [Remote Work Helps Founders Recruit International Talent](learn/getting-started/prove-whats-possible-remote-work-helps-founders-recruit-talent.md) | How remote cloud-based work cuts real estate costs and unlocks global hiring for startups | remote work, hiring, global talent, cloud, startups | | [The Startup MVP - Maximum Value Potential](learn/getting-started/prove-whats-possible-startup-mvp-offers-max-value-potential.md) | Understand what an MVP is, how to create one, and how early customer feedback drives long-term success | MVP, customer feedback, lean startup, product launch | | [Putting Your MVP on the Path to Success (Webinar)](learn/getting-started/putting-your-mvp-on-the-path-to-success-webinar.md) | Webinar recap on using AWS tools like Amplify, CodePipeline, and Kinesis to build and iterate MVPs fast | MVP, AWS Amplify, AWS CodePipeline, Amazon Kinesis, agile | | [SaaS Founder Series: Dremio's Journey to Unicorn Status](learn/getting-started/saas-founder-series-dremios-journey-to-unicorn-status.md) | Case study: Dremio builds a cloud-native data lake engine on AWS with multi-tenant SaaS architecture | SaaS, Amazon S3, data lake, Apache Arrow, Dremio | | [SaaS Founder Series: Epistemix on Software Simulations](learn/getting-started/saas-founder-series-epistemix-on-how-software-simulations-can-create-more-empathetic-decision-making.md) | Case study: Epistemix scales agent-based population simulations on AWS for data-driven decisions | SaaS, AWS SaaS Factory, machine learning, simulation, startups | | [Shining a Light on Black Excellence: Three Founders Share Their Stories](learn/getting-started/shining-a-light-on-black-excellence-three-founders-share-their-stories.md) | Three Black founders share obstacles overcome, pivots made, and advice for aspiring entrepreneurs | diversity, Black founders, SaaS, startups, community | | [Should I Learn AWS Lambda as a Startup Founder?](learn/getting-started/should-i-learn-aws-lambda-as-a-startup-founder.md) | Explains how Lambda's serverless, event-driven model saves costs and scales automatically for startups | AWS Lambda, serverless, event-driven, API Gateway, DynamoDB | | [Week 7: Software Engineering](learn/getting-started/software-engineering.md) | Course on aligning engineering decisions with business goals and handling common engineering situations | software engineering, best practices, startups, architecture | | [Technical Resources](learn/getting-started/technical-resources.md) | Curated index of technical guides across AI-ML, architectural patterns, security, and data for startups | AI, Amazon SageMaker, Amazon EKS, security, data, architecture | | [Ten Mistakes Founders Make on AWS, and How to Avoid Them](learn/getting-started/ten-mistakes-founders-make-on-aws-and-how-to-avoid-them.md) | Avoid common pitfalls like missing budgets, skipping MFA, and misusing root accounts on AWS | AWS Budgets, IAM, MFA, security, cost optimization | | [This Is Not That MVP Session](learn/getting-started/this-is-not-that-mvp-session.md) | Video: How technology transformation - from racking gear to APIs - impacts startup product iteration | MVP, APIs, product development, startups, cloud | | [Week 1: Understanding Your Customers](learn/getting-started/understanding-your-customers.md) | Eight-lesson course on personas, jobs-to-be-done, value propositions, and evolving product use cases | customer discovery, personas, jobs-to-be-done, product-market fit | --- ## business-growth (22 articles) Business strategy: fundraising, go-to-market, AWS Marketplace, co-marketing with AWS, partnerships, pitching investors, and scaling B2B. | Article | Summary | Keywords | | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------- | | [7 Best Practice Tips for Co-Marketing and Co-Selling with AWS](learn/business-growth/7-best-practice-tips-for-co-marketing-and-co-selling-with-aws.md) | Seven strategic steps to build your Better Together story, align sales teams, and co-sell via APN | AWS Partner Network, co-selling, co-marketing, go-to-market, AWS Marketplace | | [AWS Cost Management Insights for Startup Growth](learn/business-growth/aws-cost-management-insights-for-startup-growth.md) | Video: Expert tips on cost transparency, budgeting, and infrastructure optimization for startups | cost management, budgeting, infrastructure optimization, AWS costs | | [Building an effective AWS Marketplace strategy](learn/business-growth/building-an-effective-aws-marketplace-strategy.md) | Step-by-step guide to qualifying, listing, pricing, and leveraging AWS programs for Marketplace success | AWS Marketplace, pricing strategy, Foundational Technical Review, ISV, go-to-market | | [Explurger Scales Real-World Adventure with AWS](learn/business-growth/explurger-scales-real-world-adventure-with-aws.md) | Case study: Explurger automates content moderation and personalizes travel recommendations for 16M+ users | Amazon Rekognition, Amazon Nova, content moderation, social media, scaling | | [Fundraising by the numbers with Carta](learn/business-growth/fundraising-by-the-numbers-with-carta.md) | Video: Data-driven fundraising trends, valuation, and dilution insights powered by Carta | fundraising, valuation, dilution, Carta, venture capital | | [Guide to co-marketing with AWS as a startup partner](learn/business-growth/guide-to-co-marketing-with-aws-as-a-startup-partner.md) | Five-stage playbook covering joint marketing plans, MDF funding, campaigns, channels, and lead tracking | AWS Partner Network, co-marketing, MDF, AWS Marketplace, demand generation, ACE | | [How Rox is transforming revenue teams with AI-driven integration powered by AWS](learn/business-growth/how-rox-is-transforming-revenue-teams-with-ai-driven-integration-powered-by-aws.md) | Case study: Rox builds a vertically-integrated AI revenue stack using Redshift, Bedrock, and Lambda | Amazon Redshift, Amazon Bedrock, AWS Lambda, Amazon ECS, AI agents, revenue operations | | [How to conquer bias and master the fundraising pitch](learn/business-growth/how-to-conquer-bias-and-master-the-fundraising-pitch.md) | Video: Expert tips on overcoming bias and raising capital through better pitching process and practice | fundraising, pitching, bias, investor relations | | [How to Partner with AWS](learn/business-growth/how-to-partner-with-aws.md) | Seven-module course on APN membership, Marketplace listing, co-marketing, and co-selling essentials | AWS Partner Network, AWS Marketplace, co-selling, co-marketing, partnerships | | [Legal and Fundraising](learn/business-growth/legal-and-fundraising.md) | Four-module course covering fundraising building blocks, hiring after a round, incorporation, and positioning | fundraising, incorporation, hiring, equity, legal | | [Lokavant: A paradigm shift in clinical trial intelligence through AWS partnership](learn/business-growth/lokavant-a-paradigm-shift-in-clinical-trial-intelligence-through-aws-partnership.md) | Case study: Lokavant cuts clinical trial cost and time using microservices and ML on AWS | Amazon ECS, AWS Fargate, Apache Airflow, clinical trials, healthcare, machine learning | | [Maximizing your B2B success on AWS Marketplace](learn/business-growth/maximizing-your-b2b-success-on-aws-marketplace.md) | Actionable COSS framework for co-selling strategy, pricing, deployment, and pipeline optimization on Marketplace | AWS Marketplace, co-selling, B2B, ISV Accelerate, go-to-market | | [Make your idea a success with a solid go-to-market strategy](learn/business-growth/prove-whats-possible-make-your-idea-success-solid-go-to-market-strategy.md) | Practical framework for market research, competition analysis, and reaching target audiences as a first mover | go-to-market, MVP, market research, competition, product launch | | [Strategic growth: navigating stages for success](learn/business-growth/strategic-growth-navigating-stages-for-success.md) | Video: Create a roadmap for sustainable expansion by understanding different growth stages | growth stages, product-market fit, scaling, business strategy | | [Tailoring your pitch: connecting with investors outside your market](learn/business-growth/tailoring-your-pitch-connecting-with-investors-outside-your-market.md) | Video: Strategies to overcome market identification barriers when pitching to out-of-market investors | fundraising, pitching, investors, market expansion | | [Breeze Airways achieves 600% YoY growth after migrating to AWS](learn/business-growth/turning-headwinds-into-tailwinds-breeze-airways-achieves-600-percent-yoy-growth-after-migrating-to-aws.md) | Case study: Breeze Airways migrates cloud-to-cloud in one week, achieving 600% YoY growth with zero outages | AWS Fargate, infrastructure as code, cloud migration, airline, disaster recovery | | [TwelveLabs unlocks the full potential of video for the world](learn/business-growth/twelvelabs-unlocks-the-full-potential-of-video-for-the-world.md) | Case study: TwelveLabs builds multimodal video understanding models to make 90% of unstructured data searchable | video AI, multimodal, embeddings, AWS Activate, unstructured data | | [How Coactive built a visual analytics platform on AWS](learn/business-growth/unlocking-the-value-of-unstructured-data-how-coactive-built-a-visual-analytics-platform-on-aws.md) | Case study: Coactive democratizes image and video analytics using ML on AWS | Amazon S3, Amazon Aurora, Amazon ECS, machine learning, visual analytics | | [What funding is best for my startup: bootstrap or venture capital?](learn/business-growth/what-funding-is-best-for-my-startup-bootstrap-or-venture-capital.md) | Compares bootstrapping vs VC across independence, focus, connections, and personal risk | bootstrapping, venture capital, funding, startup finance, AWS Activate | | [What's next for startups: Aileen Lee of Cowboy Ventures](learn/business-growth/whats-next-for-startups-aileen-lee-of-cowboy-ventures.md) | Video: VC perspective on how startup investments evolved and advice for navigating future markets | venture capital, investing, Cowboy Ventures, startup trends | | [What's next for startups: Charles Hudson of Precursor Ventures](learn/business-growth/whats-next-for-startups-charles-hudson-of-precursor-ventures.md) | Video: Pre-seed VC shares insights on the last decade and advice for founders building for the future | venture capital, pre-seed, Precursor Ventures, startup trends | | [Why Culture is Critical to Startup Organizational Growth](learn/business-growth/why-culture-is-critical-to-startup-organizational-growth.md) | Research-backed insights on building workplace culture that attracts talent and avoids burnout | workplace culture, hiring, work-life balance, organizational growth | --- ## cost-optimization (9 articles) Cost management: Activate credits usage, preventing unexpected bills, AWS cost tools, Inferentia for ML savings, and optimization strategies. | Article | Summary | Keywords | | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------- | | [Everything you need to know about AWS Activate Credits](learn/cost-optimization/everything-you-need-to-know-about-aws-activate-credits.md) | FAQ covering eligibility, eligible services, Amazon Bedrock usage, and how credits extend your runway | AWS Activate, credits, Amazon Bedrock, eligible services, startup funding | | [Fast, reliable, and cost-efficient builds/tests at scale with EngFlow](learn/cost-optimization/fast-reliable-and-cost-efficient-builds-tests-at-scale-with-engflow-remote-execution-on-aws.md) | EngFlow uses EC2 Spot, Auto Scaling, and S3 caching to cut build-test cycle costs at scale | EC2, S3, Auto Scaling, Spot Instances, CI/CD, remote execution | | [How Startups Lower AI/ML Costs and Innovate with AWS Inferentia](learn/cost-optimization/how-startups-lower-ai-ml-costs-and-innovate-with-aws-inferentia.md) | Actuate and Finch Computing cut inference costs up to 91% using purpose-built ML accelerators | AWS Inferentia, EC2 Inf1, machine learning, cost savings, inference | | [How to prevent unexpected costs for startups while building with AWS](learn/cost-optimization/how-to-prevent-unexpected-costs-for-startups-while-building-with-aws.md) | Set up budgets, anomaly detection, CloudTrail alerts, and least-privilege IAM to avoid surprise bills | AWS Budgets, Cost Anomaly Detection, CloudTrail, CloudWatch, IAM | | [Maximizing AWS Cost Optimization: Tools & Strategies](learn/cost-optimization/maximizing-aws-cost-optimization-tools-and-strategies.md) | Video: Tools and practices to manage and optimize your AWS cloud infrastructure costs | cost optimization, AWS tools, cloud infrastructure, startups | | [Tailor your cloud success with AWS Support Plans and Activate Credits](learn/cost-optimization/overview-aws-support-plans-and-activate-credits.md) | Combine AWS Support tiers with Activate Credits for expert guidance, architecture reviews, and cost savings | AWS Support, AWS Activate, credits, cost optimization, startups | | [Quick Cloud Cost Optimization Strategies for Early-Stage Startups](learn/cost-optimization/quick-cloud-cost-optimization-strategies-for-early-stage-startups.md) | Three strategies — spend awareness, architecture adjustments, and usage discounts — for early-stage cost optimization | AWS Cost Explorer, Savings Plans, Spot Instances, Graviton, cost optimization | | [Quick Cost Optimization Strategies for Early Stage Startups](learn/cost-optimization/quick-cost-optimization-strategies-for-early-stage-startups.md) | Three low-effort strategies - spend awareness, architecture adjustments, and usage discounts - to cut cloud costs | AWS Cost Explorer, AWS Budgets, cost optimization, Savings Plans | | [Optimize startup success: Rapidly building and delivering your application with AWS tools](learn/cost-optimization/rapidly-building-and-delivering-your-application-with-aws-tools.md) | Video: DevOps practices for startups covering infrastructure automation and deployment strategies | DevOps, infrastructure automation, deployment, AWS tools | --- ## case-studies (22 articles) Startup success stories: real companies building on AWS across healthcare, fintech, AI/ML, climate tech, gaming, and more. | Article | Summary | Keywords | | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------ | ----------------------------------------------------------------------------------- | | [AarogyaAI uses AI/ML on AWS to precisely diagnose antimicrobial resistance](learn/case-studies/aarogyaai-uses-aiml-on-aws-to-precisely-diagnose-antimicrobial-resistance.md) | Case study: AarogyaAI runs genomics pipelines on SageMaker to predict drug resistance in pathogens | Amazon SageMaker, genomics, healthcare, AI/ML, antimicrobial resistance | | [Aible Empowers Business Users to Build AI with AWS and NVIDIA](learn/case-studies/aible-empowers-business-users-to-build-ai-with-aws-and-nvidia.md) | Case study: Aible lets non-technical users train AI agents in hours using NVIDIA GPUs on AWS | NVIDIA, AI agents, no-code AI, DGX Cloud, LLM fine-tuning | | [Alloy's Global Identity Decisioning Platform, Built on AWS](learn/case-studies/alloys-global-identity-decisioning-platform-built-on-aws.md) | Case study: Alloy automates bank onboarding and fraud detection with identity decisioning on AWS | fintech, identity verification, fraud detection, compliance | | [Arcadia accelerates climate tech innovation while building on AWS](learn/case-studies/arcadia-accelerates-climate-tech-innovation-while-building-on-aws.md) | Case study: Arcadia unifies energy utility data across 50+ countries to power climate tech innovation | climate tech, energy data, APIs, data platform, sustainability | | [Arcee AI Accelerates Innovation with AWS and NVIDIA](learn/case-studies/arcee-ai-accelerates-innovation-with-aws-and-nvidia.md) | Case study: Arcee AI ships Conductor model router in under 30 days using SageMaker HyperPod and NVIDIA L40S GPUs | SageMaker HyperPod, NVIDIA L40S, EC2 G6e, model routing, AI observability | | [Arcee AI powers small language models and enables big AI ambitions](learn/case-studies/arcee-ai-powers-small-languages-models-and-enables-big-ai-ambitions.md) | Case study: Arcee AI makes generative AI accessible via cost-effective Small Language Models on AWS | SLMs, generative AI, model training, AWS infrastructure | | [AudioStack accelerates production workflows with help from AWS](learn/case-studies/audiostack-accelerates-production-workflows-with-help-from-aws.md) | Case study: AudioStack produces audio 100x faster and 80% cheaper using Amazon Bedrock and gen AI | Amazon Bedrock, generative AI, audio production, RAG, localization, AWS Marketplace | | [Graas powers real-time retail intelligence with AWS](learn/case-studies/graas-powers-real-time-retail-intelligence-with-aws.md) | Case study: Graas scales 3x customers without extra infra cost and handles 20x sales surges | AI, e-commerce, Amazon Bedrock, Amazon Nova, agentic AI, auto-scaling | | [How Agility Robotics scales AI model training for humanoid robots using AWS](learn/case-studies/how-agility-robotics-scales-ai-model-training-for-next-generation-humanoid-robots-using-aws.md) | Case study: Agility Robotics trains Digit humanoid robot perception and movement models on AWS | robotics, AI training, humanoid, manufacturing, logistics | | [How Aily Labs built the first enterprise decision intelligence mobile app using AWS](learn/case-studies/how-aily-labs-built-the-first-enterprise-decision-intelligence-mobile-app-using-aws.md) | Case study: Aily Labs orchestrates hundreds of ML models and LLMs via a Super Agent for enterprise decisions | decision intelligence, enterprise agents, ML, LLMs, mobile, automation | | [How Clarity AI uses AI and ML on AWS to quantify sustainability](learn/case-studies/how-clarity-ai-uses-ai-and-ml-on-aws-to-quantify-sustainability.md) | Case study: Clarity AI tracks ESG impact across 70K+ companies using ML on AWS managed services | ESG, sustainability, machine learning, data analytics | | [FutureFit AI is building a GPS for your career](learn/case-studies/how-futurefit-ai-helps-map-out-career.md) | Case study: FutureFit AI uses AWS to scale an AI career navigation platform across 12+ countries | AI, workforce transformation, career tech, global scaling | | [How Gradial built the first agentic AI platform for content supply chain using AWS](learn/case-studies/how-gradial-built-the-first-agentic-ai-platform-for-end-to-end-content-supply-chain-using-aws.md) | Case study: Gradial delivers 20x efficiency and 99.9% accuracy in enterprise content operations | agentic AI, content automation, digital marketing, enterprise | | [How Parsyl is helping build more resilient supply chains with AI on AWS](learn/case-studies/how-parsyl-is-helping-build-more-resilient-supply-chains-with-ai-on-aws.md) | Case study: Parsyl cuts insurance quote turnaround from weeks to hours with an AI underwriting agent on Amazon Bedrock and SageMaker | Amazon Bedrock, Amazon SageMaker, Claude, insurance, underwriting, agentic AI | | [How Paradime.io Speeds Up Data Pipeline Up to 50% Using AWS Graviton](learn/case-studies/how-the-4x-performance-of-aws-graviton-enables-ai-powered-startup-paradimeio-to-transform-the-effectiveness-of-data-analytics-teams.md) | Case study: Paradime uses Graviton for 4x performance and 50% faster data pipelines at lower cost | AWS Graviton, data analytics, dbt, cost savings | | [Illuvium offers players a AAA gaming experience and complete ownership of in-game assets](learn/case-studies/illuvium-offers-players-a-aaa-gaming-experience-complete-ownership-of-in-game-assets-and-a-cryptocurrency-primer.md) | Case study: Illuvium builds blockchain-based AAA game with NFT asset ownership on AWS serverless | blockchain, NFT, gaming, Web3, serverless, Ethereum | | [Locobuzz delivers 80% faster engagement with AI-powered CX](learn/case-studies/locobuzz-delivers-80-percent-faster-engagement-with-ai-powered-cx.md) | Case study: Locobuzz cuts response time 80% and costs 40% with AI-powered omnichannel CX on AWS | customer experience, Amazon Bedrock, Amazon Nova, generative AI, omnichannel, EKS | | [Meet Astro - Astronomer's managed Apache Airflow service built on AWS](learn/case-studies/meet-astro-astronomers-managed-apache-airflow-service-built-and-hosted-on-aws.md) | Case study: Astronomer builds Astro, a managed Airflow platform on EKS for data orchestration and lineage | Apache Airflow, Amazon EKS, data orchestration, data lineage, managed service | | [Next generation data management for clinical trials & research built on AWS](learn/case-studies/next-generation-data-management-for-clinical-trials-research-built-on-aws.md) | Case study: Precision Digital Health builds HIPAA-compliant clinical trial data platform on AWS | clinical trials, HIPAA, life sciences, data management, PaaS | | [Pronto scales home services platform for 25,000 daily bookings](learn/case-studies/pronto-scales-home-services-platform-for-25000-daily-bookings.md) | Case study: Pronto scales an on-demand home services matching engine to 25,000 daily bookings across 10+ cities on AWS | Amazon EKS, Amazon RDS, ElastiCache, SageMaker, marketplace, scaling | | [Qodo Helps Developers Banish Bad Code with AI Tools](learn/case-studies/qodo-helps-developers-banish-bad-code-with-ai-tools.md) | Case study: Qodo uses AWS and NVIDIA to power AI code testing and review for 1M+ developers | AI, code quality, NVIDIA H100, Amazon Bedrock, AWS Marketplace, code review | | [VideoCX.io transforms video banking with AI on AWS](learn/case-studies/videocxio-transforms-video-banking-with-ai-on-aws.md) | Case study: VideoCX.io runs 10M+ monthly face-recognition calls and multilingual KYC video banking with Amazon Bedrock summarization | Amazon Bedrock, fintech, KYC, fraud detection, speech-to-text, video banking | --- ## security (5 articles) Security fundamentals: account controls, MFA, security baseline, responsible AI, and building a security foundation on AWS. | Article | Summary | Keywords | | ------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------- | | [Building a Strong Security Foundation](learn/security/building-a-strong-security-foundation.md) | Video: Identity management, secrets protection, encryption, and secure configuration for startups | identity management, encryption, secrets, security foundation | | [Culminate combines human and AI for real cybersecurity value](learn/security/culminate-combines-human-and-artificial-intelligence-for-real-cybersecurity-value.md) | Case study: Culminate pairs AI SOC Analyst with Amazon GuardDuty for 12x analyst output | Amazon GuardDuty, AI, cybersecurity, SOC, threat detection | | [Putting responsible AI into practice](learn/security/putting-responsible-ai-into-practice.md) | Downloadable guide on ethical AI deployment, legal compliance, and driving system-level cultural change | responsible AI, ethics, compliance, governance | | [Startup Security Baseline: Account controls](learn/security/startup-security-baseline-account-controls.md) | Course covering IAM basics, access management, and account monitoring as a minimum security foundation | IAM, account controls, security baseline, monitoring | | [Why early stage startups need to use multi-factor authentication](learn/security/why-early-stage-startups-need-to-use-multi-factor-authentication.md) | Step-by-step guide to enabling MFA on AWS accounts with virtual, U2F, and hardware device options | MFA, IAM, account security, authentication, AWS | --- ## general (104 articles) General startup content: AWS services overview, founder stories, startup culture, mobile/web app guides, data analytics, and AWS predictions. | Article | Summary | Keywords | | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------- | | [14 Reasons to Fall in Love with AWS Activate](learn/general/14-reasons-to-fall-in-love-with-aws-activate.md) | Overview of AWS Activate benefits including credits, training, support, and community | AWS Activate, credits, benefits, startups | | [1wrk built a superapp to replace spreadsheets, vendors, and guesswork](learn/general/1wrk-built-a-superapp-to-replace-spreadsheets-vendors-and-guesswork.md) | Case study: 1Wrk by ANSR builds a SuperApp on AWS to help enterprises launch and scale Global Capability Centers | GCC, AI, enterprise, workforce management, microservices | | [Accelerate startup development with AWS services](learn/general/accelerate-startup-development-with-aws-services.md) | Video: How AWS services simplify and accelerate your startup development process | AWS services, development, startups, acceleration | | [AI, Analytics & Integration for Startups Scale and Maturity](learn/general/ai-analytics-integration-startups-scale-and-maturity.md) | Video: How AWS AI, analytics, and integration services amplify startup growth | AI, analytics, integration, startups, scaling | | [AI has found its voice, and startups are listening](learn/general/ai-has-found-its-voice-and-startups-are-listening.md) | How voice AI is creating new markets and how startups can capitalize on conversational interfaces with AWS | voice AI, conversational AI, emerging markets, Amazon Nova Sonic, startups | | [Atomicwork puts service in the fast lane, delivering AI 3x faster on AWS](learn/general/atomicwork-puts-service-in-the-fast-lane-delivering-ai-3x-faster-on-aws.md) | Case study: Atomicwork delivers AI-powered IT service management 3x faster using AWS | AI, ITSM, service management, AWS, enterprise | | [Autonomous driving startup Tier IV uses AWS to change the future of mobility](learn/general/autonomous-driving-startup-tier-iv-uses-aws-to-change-the-future-of-mobility.md) | Case study: Tier IV builds open-source autonomous driving platform on AWS with Autoware | autonomous driving, robotics, open-source, AWS, mobility | | [AWS Impact Bootcamps: Celebrating Progress and Looking Ahead](learn/general/aws-impact-bootcamps-celebrating-progress-and-looking-ahead.md) | Recap of AWS Impact Bootcamp outcomes for underrepresented founders | AWS Impact Bootcamp, diversity, founders, community | | [AWS Startup Stories: Lila Sciences](learn/general/aws-startup-stories-lila-sciences.md) | Case study: Lila Sciences uses AI on AWS to accelerate scientific discovery across domains | AI, scientific discovery, AWS Activate, research | | [Bright Money uses AI to close the credit gap](learn/general/bright-money-uses-ai-to-close-the-credit-gap.md) | Case study: Bright Money builds AI-powered financial wellness tools on AWS for underserved consumers | AI, fintech, credit, financial wellness, AWS | | [Building application-specific blockchains with AWS on Avalanche](learn/general/building-application-specific-blockchains-with-aws-on-avalanche.md) | Case study: Ava Labs builds custom blockchain subnets on AWS infrastructure | blockchain, Avalanche, Web3, subnets, AWS | | [Building the foundation for your cloud environment](learn/general/building-the-foundation-for-your-cloud-environment.md) | Video: How AWS services empower startups to achieve innovation and control in their cloud environment | cloud environment, AWS, foundation, startups | | [Startup Business Advice - AWS Startups](learn/general/business-guidance.md) | Index of business advice articles from idea validation to scaling strategies | business advice, strategy, startups, growth | | [Camino Financial is using AI technology to loan with empathy](learn/general/camino-financial-is-using-ai-technology-to-loan-with-empathy.md) | Case study: Camino Financial uses AI on AWS to provide fair lending to underserved Latino businesses | AI, fintech, lending, diversity, Latino businesses | | [Cautio reimagines fleet safety at scale with AWS](learn/general/cautio-reimagines-fleet-safety-at-scale-with-aws.md) | Case study: Cautio uses AI-powered telematics dashcams on AWS to monitor driver safety across vehicle fleets in India | AI, telematics, fleet safety, real-time data, AWS | | [Celebrating startups, innovation, and connection at re:Invent 2025](learn/general/celebrating-startups-innovation-and-connection-at-reinvent-2025.md) | Recap of startup activities, announcements, and networking at AWS re:Invent 2025 | re:Invent, startups, events, networking, AWS | | [Celebrating women in tech with Panzura CEO Jill Stelfox](learn/general/celebrating-women-in-tech-with-panzura-ceo-jill-stelfox.md) | Interview with Panzura CEO on leadership, cloud data management, and women in tech | women in tech, leadership, cloud storage, Panzura | | [CelerisTx: Drug discovery for incurable diseases with ML on AWS](learn/general/celeristx-drug-discovery-for-incurable-diseases-with-ml-on-aws.md) | Case study: CelerisTx uses ML on AWS to discover treatments for rare diseases | ML, drug discovery, rare diseases, healthcare, AWS | | [Clinical trials get the miracle treatment](learn/general/clinical-trials-get-the-miracle-treatment.md) | Case study: Miracle uses AI on AWS to consolidate clinical trial data into real-time dashboards for biopharma teams | clinical trials, AI, healthcare, data integration, AWS | | [CRED achieves a high level of network inspection with VPC Traffic Mirroring](learn/general/cred-achieves-a-high-level-of-network-inspection-with-vpc-traffic-mirroring.md) | Case study: CRED uses VPC Traffic Mirroring for deep network security inspection | VPC, Traffic Mirroring, network security, fintech | | [Customer focus turned 1Password into a $2 billion business with AWS](learn/general/customer-focus-turned-1password-into-a-2-billion-business-with-aws.md) | Case study: 1Password scales to enterprise security platform on AWS through customer obsession | 1Password, security, enterprise, scaling, AWS | | [Datagen: High-fidelity synthetic data for human-centric AI](learn/general/customer-spotlight-datagen-high-fidelity-synthetic-data-to-address-human-centric-real-world-problems.md) | Case study: Datagen generates synthetic training data on AWS for computer vision models, addressing bias and privacy | synthetic data, computer vision, ML training, privacy, AWS | | [Datology ensures quality over quantity for better AI](learn/general/datology-ensures-quality-over-quantity-for-better-ai.md) | Case study: Datology curates high-quality training datasets to improve AI model performance on AWS | data quality, AI training, datasets, curation, AWS | | [How Antithesis is empowering people to build braver](learn/general/debugging-software-development-how-antithesis-is-empowering-people-to-build-braver.md) | Case study: Antithesis uses deterministic simulation testing on AWS to find software bugs automatically | testing, debugging, simulation, software quality, AWS | | [DeckMatch pioneers richer insights for private market intelligence](learn/general/deckmatch-pioneers-richer-insights-for-private-market-intelligence.md) | Case study: DeckMatch builds AlphaLens on AWS using Amazon Nova Pro to deliver product-level private market intelligence | AI, venture capital, market intelligence, Amazon Nova Pro, Amazon Bedrock | | [Defining your startup's target audience](learn/general/defining-your-startups-target-audience.md) | Video: From demographics to empathy, learn how to connect with your audience and uncover the 'why' behind purchasing decisions | target audience, empathy, customer understanding, marketing, startups | | [Discover four Pakistani startups at the forefront of AI/ML](learn/general/discover-four-pakistani-startups-at-the-forefront-of-ai-ml.md) | Profiles of four Pakistani AI/ML startups building on AWS across healthcare, agriculture, and fintech | AI/ML, Pakistan, startups, diversity, AWS | | [Dune builds on AWS to amplify the impact of blockchain data](learn/general/dune-builds-on-aws-to-amplify-the-impact-of-blockchain-data.md) | Case study: Dune provides community-driven blockchain analytics on AWS infrastructure | blockchain, analytics, Web3, data, AWS | | [Featured AWS Customers](learn/general/featured-customers.md) | Index of featured AWS startup customer success stories | customer stories, startups, AWS, index | | [Fighting funding disparity with Amazon Catalytic Capital](learn/general/fighting-funding-disparity-with-amazon-catalytic-capital.md) | How Amazon Catalytic Capital invests in underrepresented founders through VC fund partnerships | diversity, funding, venture capital, Amazon, underrepresented founders | | [FileAI: Turning data bottlenecks into business advantage](learn/general/fileai-turning-data-bottlenecks-into-business-advantage.md) | Case study: FileAI uses gen AI on AWS to automate document processing for enterprises | generative AI, document processing, automation, enterprise | | [FirstHive fuses data and AI to power real-time marketing at scale](learn/general/firsthive-fuses-data-and-ai-to-power-real-time-marketing-at-scale.md) | Case study: FirstHive builds a customer data platform on AWS for real-time marketing personalization | CDP, marketing, AI, personalization, real-time | | [Four Simple Steps to Classify Your Data and Secure Your Startup](learn/general/four-simple-steps-to-classify-your-data-and-secure-your-startup.md) | Practical data classification process to distinguish confidential from public data and handle each properly | data classification, security, compliance, data governance | | [Greylock's Jerry Chen on the evolving role of the startup CFO](learn/general/greylocks-jerry-chen-on-the-evolving-role-of-the-startup-cfo.md) | Video: How the CFO role is expanding beyond finance into strategy and operations at startups | CFO, finance, Greylock, venture capital, startup operations | | [Grow your startup faster with automated decision-making](learn/general/grow-your-startup-faster-with-automated-decision-making.md) | How rule engines and ML-powered automation reduce decision fatigue and accelerate startup growth | automation, decision-making, ML, rule engines, startups | | [How AudioShake is teaching machines to hear like humans](learn/general/how-audioshake-is-teaching-machines-to-hear-like-humans.md) | Case study: AudioShake wins re:Invent 2024 Unicorn Tank with AI that unmixes audio into individual stems for music and media | AI, audio processing, music tech, stem separation, re:Invent | | [How AWS supported WOMBO's wildly popular AI-powered app](learn/general/how-aws-supported-wombos-wildly-popular-ai-powered-app.md) | Case study: WOMBO scales viral AI lip-sync app to 74M downloads in 10 months using cloud-based processing on AWS | AI, viral app, scaling, cloud processing, AWS | | [How building on AWS made a big pivot possible for Syniotec](learn/general/how-building-on-aws-made-a-big-pivot-possible-for-syniotec.md) | Case study: Syniotec pivots from hardware to cloud-based fleet tracking using AWS IoT and ML | IoT, fleet management, pivot, ML, AWS | | [How C2i Genomics builds on AWS to transform cancer care](learn/general/how-c2i-genomics-builds-on-aws-to-transform-cancer-care.md) | Case study: C2i Genomics uses ML on AWS to detect cancer recurrence from blood tests | genomics, cancer detection, ML, healthcare, AWS | | [How CattleEye is improving the lives of farmers and their livestock through AI](learn/general/how-cattleeye-is-improving-the-lives-of-farmers-and-their-livestock-through-pioneering-ai.md) | Case study: CattleEye uses deep learning video analytics on AWS to detect early lameness in dairy cattle | computer vision, agriculture, AI, dairy, sustainability | | [How Citus Health uses AWS to provide secure and real-time virtual patient care](learn/general/how-citus-health-uses-aws-to-provide-secure-and-real-time-virtual-patient-care.md) | Case study: Citus Health builds HIPAA-compliant virtual care platform on AWS | healthcare, HIPAA, telehealth, virtual care, AWS | | [How Emerald Cloud Lab is revolutionizing the laboratory using AWS](learn/general/how-emerald-cloud-lab-is-revolutionizing-the-laboratory-using-aws.md) | Case study: Emerald Cloud Lab enables remote-controlled lab experiments via cloud on AWS | cloud lab, biotech, automation, research, AWS | | [How InsightFinder uses AWS to build an AI-driven predictive observability platform](learn/general/how-insightfinder-uses-aws-solutions-to-build-an-ai-driven-predictive-observability-platform.md) | Case study: InsightFinder predicts IT incidents before they happen using ML on AWS | observability, AIOps, predictive analytics, ML, AWS | | [How LabVoice & AWS are expanding accessibility in research labs](learn/general/how-labvoice-aws-are-expanding-accessibility-in-research-labs-2.md) | Case study: LabVoice uses voice AI on AWS to make lab equipment hands-free and accessible | voice AI, accessibility, lab automation, Alexa, AWS | | [How Lazarus is solving the world's toughest problems with laser-targeted models](learn/general/how-lazarus-is-solving-the-worlds-toughest-problems-with-laser-targeted-models.md) | Case study: Lazarus builds purpose-driven foundation models on AWS for insurance claims, healthcare records, and public sector | foundation models, insurance, healthcare, Amazon SageMaker, Amazon EC2 | | [How Resilia is helping nonprofits to build capacity through SaaS](learn/general/how-resilia-is-helping-nonprofits-to-build-capacity-through-saas.md) | Case study: Resilia builds a nonprofit capacity-building platform on AWS | SaaS, nonprofits, social impact, AWS | | [How S'More is building an inclusive dating app](learn/general/how-smore-is-building-an-inclusive-dating-app.md) | Case study: S'More uses AWS recognition technology to build a dating app focused on authentic connections over appearances | dating app, social, inclusion, video, AWS | | [How startup companies scale with data analytics](learn/general/how-startup-companies-scale-with-data-analytics.md) | Key analytics metrics startups should measure and how data-driven decisions accelerate growth | data analytics, metrics, growth, decision-making, startups | | [How Startups Can Thrive in a Challenging Market](learn/general/how-startups-thrive-challenging-market.md) | Strategies for startups to navigate economic downturns while maintaining innovation and growth | market challenges, resilience, strategy, startups | | [How Stigma scaled their hope delivery app with the AWS Impact Accelerator](learn/general/how-stigma-scaled-their-hope-delivery-app-with-the-aws-impact-accelerator.md) | Case study: STIGMA builds asynchronous hope-delivery messaging app and adds AI features through AWS Impact Accelerator | mental health, AWS Impact Accelerator, AI, messaging, Latino founders | | [How Swoop Aero reinvented commercial cargo aviation to save lives](learn/general/how-swoop-aero-reinvented-commercial-cargo-aviation-saves-lives.md) | Case study: Swoop Aero uses AWS for autonomous drone delivery of medical supplies | drones, aviation, healthcare delivery, IoT, AWS | | [How Timehop developed the world-class ad platform Nimbus with AWS](learn/general/how-timehop-developed-the-world-class-ad-platform-nimbus-with-support-from-aws.md) | Case study: Timehop builds real-time ad bidding platform Nimbus on AWS serverless | ad tech, serverless, real-time bidding, AWS | | [How to build a mobile app using AWS](learn/general/how-to-build-a-mobile-app-using-aws.md) | Video: Building a strong mobile app foundation with AWS cloud services and great UX | mobile app, AWS, development, video | | [How to build a simple web app using AWS](learn/general/how-to-build-a-simple-web-app-using-aws.md) | Video: How startups can rapidly build and scale web applications on AWS | web app, AWS, development, video, startups | | [How to choose between compute options on AWS](learn/general/how-to-choose-between-compute-options-on-aws.md) | Video: Comparing serverless, containers, and monolithic architectures for startup workloads | compute, serverless, containers, AWS, architecture | | [Customer-centric insights: how to find and listen to customers](learn/general/how-to-find-and-listen-to-customers.md) | Video: Working backwards from customer needs through interviews and feedback mechanisms | customer discovery, product-market fit, interviews, video | | [How turbopuffer is refactoring the economics of search](learn/general/how-turbopuffer-is-refactoring-the-economics-of-search.md) | Case study: turbopuffer makes low-latency semantic search affordable on AWS using object-storage-native architecture | semantic search, vector search, Amazon S3, Amazon EKS, agentic AI | | [Riding the AI Wave: How Xelix is Breaking Boundaries in Fintech](learn/general/how-xelix-is-breaking-boundaries-in-fintech.md) | Case study: Xelix automates accounts payable auditing with Amazon Bedrock and Nova LLMs | Amazon Bedrock, Amazon Nova, fintech, accounts payable, AI | | [How poolside pioneers AI assisted software development on AWS](learn/general/hpoolside-pioneers-ai-assisted-software-development-on-awsow.md) | Case study: poolside builds advanced AI coding models on AWS Trainium and Amazon Bedrock | Amazon Bedrock, AWS Trainium, AI coding, software development | | [HubbleIQ: Transforming Global Tech Support](learn/general/hubbleiq-transforming-global-tech-support.md) | Case study: HubbleIQ uses gen AI on AWS to deliver self-service tech support with avatars 24/7 | generative AI, tech support, AWS, self-service, startups | | [Expert Insights](learn/general/insights.md) | Index of expert advice and opinion articles to help startups connect with customers and investors | insights, advice, startups, thought leadership | | [Krikey AI is empowering storytellers with accessible AI-driven 3D animation](learn/general/krikey-ai-is-empowering-storytellers-with-accessible-ai-driven-3d-animation.md) | Case study: Krikey AI democratizes 3D animation creation using AWS-powered AI tools | AI, 3D animation, creative tools, AWS, accessibility | | [Picture perfect: Kuona reimagines visual branding with AI](learn/general/kuona-reimagines-visual-branding-with-ai.md) | Case study: Kuona uses gen AI on Amazon Bedrock to optimize visual content and pricing for retail brands | Amazon Bedrock, AWS Lambda, generative AI, retail, branding | | [Mastering the machine: Latent Labs engineers the future of biology](learn/general/latent-labs-engineers-the-future-of-biology.md) | Case study: Latent Labs uses gen AI on SageMaker HyperPod for programmable protein design | Amazon SageMaker HyperPod, protein design, generative AI, biotech | | [Delivering affordable legal services from the cloud](learn/general/law-on-earth-delivering-affordable-legal-services-from-the-cloud.md) | Case study: Law on Earth brings low-cost legal representation to Australians using AWS | legal tech, AWS, accessibility, Australia, startups | | [Letting nature lead: How Sakana AI is transforming model building](learn/general/letting-nature-lead-how-sakana-ai-is-transforming-model-building.md) | Case study: Sakana AI uses evolutionary methods on AWS to create efficient LLMs from existing models | AI, LLM, evolution, model training, efficiency | | [AbleCredit is reinventing lending with AWS](learn/general/manual-processes-to-mobile-first-ablecredit-is-reinventing-lending-with-aws.md) | Case study: AbleCredit builds a mobile-first, multilingual AI credit platform on AWS for Indian banks | AI, fintech, lending, India, mobile | | [Meet the tech alums leading the next generation of startups](learn/general/meet-the-tech-alums-leading-the-next-generation-of-startups.md) | Why former big-tech employees make successful startup founders and how their experience accelerates growth | founders, tech alumni, startups, scaling, leadership | | [Meet three women who make startup journeys smoother](learn/general/meet-three-women-who-make-startup-journeys-smoother.md) | Profiles of three AWS Solutions Architects helping diverse startups accelerate on AWS | women in tech, Solutions Architects, AWS, diversity, mentorship | | [Meet your AWS account team](learn/general/meet-your-aws-account-team.md) | Guide to understanding your AWS account team roles and how they help startups optimize and grow | AWS account team, Well-Architected, startup support, guidance | | [Mendel reimagines how healthcare workers interface with patient data on AWS](learn/general/mendel-reimagines-how-healthcare-workers-interface-with-patient-data-on-aws.md) | Case study: Mendel uses hybrid AI (deep learning + symbolic AI) on AWS to unify unstructured medical records into searchable patient journeys | NLP, healthcare, AI, patient data, clinical, hybrid AI | | [AWS Activate Benefits You Might Not Know About](learn/general/new-aws-activate-benefits-you-might-not-know-about.md) | Overview of lesser-known AWS Activate perks including Showcase, networking, support, and discounts | AWS Activate, credits, Amazon Bedrock, startup benefits | | [Powering the Future of AI Evaluation with Arize AI](learn/general/powering-the-future-of-ai-evaluation-with-arize-ai.md) | Case study: Arize AI uses Amazon Bedrock and NVIDIA GPUs for model evaluation, observability, and production reliability | Amazon Bedrock, AI evaluation, observability, NVIDIA, AWS Marketplace | | [Powering your startup with AWS](learn/general/powering-your-startup-with-aws.md) | Video: Reducing costs, focusing on innovation, and securing data by building on AWS | AWS, startups, cost reduction, video, foundation | | [A Brighte idea](learn/general/prove-whats-possible-brighte.md) | Case study: Brighte builds a sustainable finance platform on AWS to fund clean energy for homes | fintech, sustainability, clean energy, AWS, Australia | | [Data can be a startup's greatest asset](learn/general/prove-whats-possible-data-startups-greatest-asset.md) | How founders can plan and leverage data from day one to understand performance and drive decisions | data strategy, analytics, startups, decision-making | | [Unlocking the Human Brain with the Power of AI](learn/general/prove-whats-possible-o8t.md) | Case study: o8t uses AI and cloud services on AWS to advance neuroscience and patient care | AI, neuroscience, healthcare, cloud, brain | | [How Pattr is helping take out the social media trash](learn/general/prove-whats-possible-pattr.md) | Case study: Pattr uses AI on AWS to detect and combat harmful content on social media | AI, content moderation, social media, safety, AWS | | [How Reejig is helping everyone realise their true potential](learn/general/prove-whats-possible-reejig.md) | Case study: Reejig builds an AI workforce intelligence platform on AWS to map and develop employee skills | AI, workforce intelligence, HR tech, skills, AWS | | [Scaling in minutes, not days with AWS - Swyftx](learn/general/prove-whats-possible-swyftx.md) | Case study: Swyftx uses AWS to scale its crypto trading platform rapidly during market surges | crypto, scaling, AWS, trading, Australia | | [Why focusing on customers is critical for startup success](learn/general/prove-whats-possible-why-focusing-on-customers-critical-startup-success.md) | How founders can balance investor demands with customer obsession to build sustainable businesses | customer focus, founders, strategy, investors, startups | | [PulpoAR uses ML to build an AR shopping experience for beauty products](learn/general/pulpoar-on-ml-for-shopping.md) | Case study: PulpoAR uses ML on AWS to create AR virtual try-on experiences for beauty retail | ML, augmented reality, e-commerce, beauty, AWS | | [Purple Ant on using AWS to transform the insurance industry](learn/general/purple-ant-on-using-aws-to-transform-the-insurance-industry.md) | Case study: Purple Ant uses IoT sensors on AWS to monitor home health and reduce insurance risk and premiums | insurance, IoT, AWS IoT Core, property monitoring, insurtech | | [Ramp ups the pace of AI innovation for finance teams](learn/general/ramp-ups-the-pace-of-ai-innovation-for-finance-teams.md) | Case study: Ramp builds an AI-powered spend management platform on AWS serving 45,000+ customers | AI, fintech, AWS Fargate, spend management, finance | | [Revolutionizing Music Production: Quarantine Studios with AWS](learn/general/revolutionizing-music-production-jim-jones-launched-quarantine-studios-with-aws.md) | Video: Quarantine Studios enables real-time virtual music collaboration using AWS | music production, virtual studio, AWS, video, collaboration | | [Rewriting the relationship code: Tempo Labs, AWS, and the power of three](learn/general/rewriting-the-relationship-code-tempo-labs-aws-and-the-power-of-three.md) | Case study: Tempo Labs builds a design-to-code platform for EPD teams on Amazon Bedrock and EKS, achieving 5X cost reduction | Amazon Bedrock, Amazon EKS, design-to-code, React, developer tools | | [Securing justice in the cloud: Predictice and AWS transform legal work](learn/general/securing-justice-in-the-cloud-predictice-and-aws-transform-legal-work.md) | Case study: Predictice uses Amazon Bedrock and RAG to automate legal research for French professionals | Amazon Bedrock, RAG, legal tech, NLP, Amazon OpenSearch | | [Seeing is believing: Using AI to validate media authenticity](learn/general/seeing-is-believing-using-ai-to-validate-media-authenticity.md) | Video: DeepMedia uses AI to build deepfake detection software that validates media authenticity | deepfake detection, AI, media authenticity, video, security | | [Twelve Labs pioneers AI video intelligence on AWS](learn/general/seeing-is-understanding-twelve-labs-pioneers-ai-video-intelligence-on-aws.md) | Case study: Twelve Labs trains multimodal AI models on Amazon SageMaker HyperPod for enterprise video understanding | multimodal AI, video intelligence, SageMaker HyperPod, foundation models, AWS | | [Sign-Speak builds with AI on AWS to create accessible experiences](learn/general/sign-speak-builds-with-ai-on-aws-to-create-accessible-experiences.md) | Case study: Sign-Speak translates ASL to spoken language in real-time using AWS Trainium and Inferentia | AWS Trainium, AWS Inferentia, accessibility, ASL, AI | | [SurveySparrow turns talk into traction for customer experience](learn/general/surveysparrow-turns-talk-into-traction-for-customer-experience.md) | Case study: SurveySparrow uses gen AI on AWS to turn survey feedback into actionable CX insights at scale | generative AI, customer experience, surveys, AWS, SaaS | | [Tamarind Bio is driving AI-assisted drug discovery with AWS](learn/general/tamarind-bio-is-driving-ai-assisted-drug-discovery-with-aws.md) | Case study: Tamarind Bio makes AI models accessible to life scientists for faster drug R&D on AWS | AI, drug discovery, life sciences, LLM, AWS | | [Technology that teaches empathy: How mpathic uses AI to help us listen](learn/general/technology-that-teaches-empathy-how-mpathic-uses-ai-to-help-us-listen-to-each-other.md) | Case study: mpathic uses conversation analytics AI on AWS to coach empathy and trust in real-time | AI, conversation analytics, empathy, healthcare, coaching | | [Turning back the data clock, with Rewind](learn/general/turning-back-the-data-clock-with-rewind.md) | Case study: Rewind provides SaaS data backup, recovery, and continuity on AWS with SOC 2 compliance for enterprises | SaaS, backup, data recovery, AWS Fargate, Graviton, compliance | | [DayTwo Is Using Data Analytics from the Gut Microbiome to Further Healthcare](learn/general/video-daytwo-is-using-data-analytics-from-the-gut-microbiome-to-further-healthcare.md) | Video: DayTwo uses AWS ML and Lake Formation to discover health biomarkers from gut microbiome data | Amazon SageMaker, AWS Lake Formation, microbiome, healthcare | | [Weights & Biases is helping developers productionize AI solutions](learn/general/weights-and-biases-is-helping-developers-productionize-ai-solutions-and-realize-ai-innovation.md) | Case study: W&B builds ML experiment tracking and AI developer tools on AWS using Trainium and Inferentia | MLOps, experiment tracking, AWS Trainium, AWS Inferentia, AI | | [What Werner Vogels' Predictions for 2022 Mean for Startups](learn/general/what-amazon-cto-werner-vogels-predictions-for-2022-mean-for-startups.md) | Startup-focused analysis of Werner Vogels' 2022 tech predictions on AI, ML, data, and sustainability | Werner Vogels, predictions, AI, ML, sustainability, startups | | [What Werner Vogels' predictions for 2023 mean for startups](learn/general/what-amazon-cto-werner-vogels-predictions-for-2023-mean-for-startups.md) | Startup-focused analysis of Werner Vogels' 2023 tech predictions and their impact on founders | Werner Vogels, predictions, startups, technology trends | | [What Werner Vogels' predictions for 2024 mean for startups](learn/general/what-amazon-cto-werner-vogels-predictions-for-2024-mean-for-startups.md) | Startup-focused analysis of Werner Vogels' 2024 tech predictions including new trends for founders | Werner Vogels, predictions, startups, technology trends, 2024 | | [What does it mean to be an AWS Admin at a startup?](learn/general/what-does-it-mean-to-be-an-aws-admin-at-a-startup.md) | Guide to defining AWS Account Admin responsibilities, training, and least-privilege practices at startups | IAM, security, admin, least privilege, AWS, startups | | [Why every startup should set up a budget - and how AWS Budgets makes it easy](learn/general/why-every-startup-should-set-up-a-budget-and-how-aws-budgets-makes-it-easy.md) | Step-by-step guide to tracking and optimizing AWS spend using AWS Budgets for startups | AWS Budgets, cost management, startups, spend optimization | | [Why Guild CFO believes lifelong learning is the key to startup success](learn/general/why-guild-cfo-chris-garber-believes-lifelong-learning-is-the-key-to-startup-success.md) | Interview with Guild's CFO on how continuous learning and upskilling drive startup growth | CFO, ed tech, upskilling, Guild, startup finance | | [WRITER's Bold Script for an AI-Native Enterprise Future](learn/general/writers-bold-script-for-an-ai-native-enterprise-future.md) | Case study: WRITER builds an enterprise AI agent platform on Amazon Bedrock and SageMaker HyperPod | Amazon Bedrock, SageMaker HyperPod, AI agents, enterprise, LLM | | [Yulu is electrifying India's streets with AWS](learn/general/yulu-is-electrifying-indias-streets-with-aws.md) | Case study: 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