Dive deep into the world of generative AI
Discover the typical use cases of generative AI, the services available to you at AWS and learn how you can get an early win in your generative AI journey.
Top generative AI use cases
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Improve customer experiences
Chatbots and virtual assistants
Streamline customer self-service processes and reduce operational costs by automating responses for customer service queries through generative AI-powered chatbots, voice bots, and virtual assistants.
Call analytics
Analyze calls from your contact center to extract valuable insights to improve customer experience and loyalty.
Agent assist
Use AI and generative AI to support and enhance the capabilities of human agents in tasks such as customer service, problem-solving and decision-making.
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Boost employee productivity
Conversational search
Improve employee productivity by quickly and easily finding accurate information and summarizing content through a conversational interface.
Code generation
Accelerate application development with code suggestions based on the developer’s comments and code. Learn more about code generation.
Automated report generation
Generative AI can be used to automatically generate financial reports, summaries, and projections, saving time and reducing errors.
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Enhance creativity & content creation
Marketing
Create engaging marketing content, such as blog posts, social media updates, or email newsletters, saving time and resources.
Sales
Generate personalized emails, messages based on a prospect's profile and behavior, improving response rates. Generate sales scripts or talking points based on the customer's segment, industry and the product or service.
Product development
AI can generate multiple design prototypes based on certain inputs and constraints, speeding up the ideation phase, or optimize existing designs based on user feedback and specified constraints.
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Accelerate process optimization
Document processing
Improve business operations by automatically extracting and summarizing data from documents and insights through generative AI-powered question and answering.
Fraud detection
Generative AI models can learn the patterns of fraudulent transactions and create synthetic fraud patterns to train more robust fraud detection systems.
Supply chain optimization
Improve logistics and reduce costs by evaluating and optimizing different supply chain scenarios.
Explore generative AI use cases for your industry
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Healthcare
Digital scribe
Transcribe patient-clinician conversations and generate easy-to-review clinical notes and insights, reducing the workload on healthcare professionals.
Personalized medicine
By generating treatment plans based on a patient's specific genetic makeup, lifestyle, and disease progression, AI can contribute to more effective, personalized care.
Medical imaging
AI can enhance, reconstruct, or even generate medical images like X-rays, MRIs, or CT scans, which can aid in better diagnosis.
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Life Sciences
Drug discovery
Generate new potential molecular structures for drugs, accelerating the process of drug discovery and reducing costs.
Protein folding prediction
Predict the 3D structures of proteins based on their amino acid sequence, which is crucial for understanding diseases and developing new therapies.
Synthetic biology
AI can generate designs for synthetic biological systems, such as engineered organisms or biological circuits.
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Financial Services
Anti-Money Laundering (AML)
Generative AI can help in creating synthetic datasets to improve AML systems by simulating various money-laundering patterns.
Portfolio management
Generative AI can simulate various market scenarios and help in the creation and management of robust investment portfolios.
Debt collection
AI can generate the most effective communication and negotiation strategies for debt collection, increasing the rate of successful collections.
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Manufacturing
Product design
Generative AI can be used to create new product designs based on set parameters and constraints. It can generate multiple design options and optimize for factors like cost, materials, performance, etc.
Process optimization
AI can generate the most efficient production processes by modeling different scenarios and optimizing for variables such as cost, time, resource utilization, etc.
Material science
AI can help in generating new material compositions with desired properties.
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Retail
Pricing optimization
Generative AI can model different pricing scenarios todetermine optimal pricing strategies that maximize profits.
Virtual try-ons
AI can generate virtual models of customers for virtual try-ons, improving the online shopping experience.
Store layout optimization
AI can generate the most efficient store layouts to improve customer shopping experience and boost sales.
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Media & Entertainment
Content generation
Generative AI can be used to create scripts, dialogues, or even complete stories for films, TV shows, and games.
Virtual reality
Generative AI can create immersive and interactive virtual environments for games or simulations.
News generation
AI can generate news articles or summaries based on raw data or events.
Common use cases
Produce original content
Create short stories, essays, songs, art, images, and other new content by providing generative AI with natural language prompts.
Generate code
Accelerate application development with code suggestions in your IDE based on your comments and code.
Expedite customer service
Answer questions with conversational interfaces including chatbots and virtual assistants.
Summarise documents
Get summaries from textual content, including articles, blog posts, books, and documents.
Tools for building with generative AI on AWS
Amazon Bedrock
The easiest way to build and scale generative AI applications with Foundational Models (FMs).
AWS Trainium
Train faster with up to 50% savings on training costs over comparable Amazon EC2 instances.
Hugging Face on AWS
Dive deep and learn how to train, fine-tune and deploy Hugging Face models on AWS.
Amazon SageMaker
Learn how to build, train and deploy Foundational Models (FMs) at scale using Amazon SageMaker
AWS Inferentia
Run high-performance FM inference with up to 40% lower cost over comparable Amazon EC2 instances.
Tools to build and scale generative AI applications
Innovate faster with new capabilities, a choice of industry-leading FMs, and infrastructure that pushes the envelope to deliver the highest performance while lowering costs.
Transforming business with generative AI
How are customers and partners in the UK and Ireland building innovative solutions using AWS' generative AI services and offerings.
Amazon Bedrock brings quality, scalability and performance to Coda AI
As longtime happy AWS customers, we’re excited about how Amazon Bedrock can bring quality, scalability, and performance to Coda AI. We also appreciate that we can use Amazon Titan models through a simple API without provisioning or managing infrastructure. Since all our data is already on AWS, we are able to quickly incorporate generative AI using Bedrock, with all the security and privacy we need to protect our data built in. With over tens of thousands of teams running on Coda, including large teams like Uber, the New York Times, and Square, reliability and scalability are really important."
Shishir Mehrotra, Co-Founder and CEO
Accenture improves developer productivity with Amazon CodeWhisperer
Accenture is using Amazon CodeWhisperer to accelerate coding as part of our software engineering best practices initiative in our Velocity platform. The Velocity team was looking for ways to improve developer productivity. After searching for multiple options, we came across Amazon CodeWhisperer, which reduced our development efforts by 30%. We are now focusing more on improving security, quality, and performance.
Balakrishnan Viswanathan, Tech Architecture Sr. Manager, Accenture
Resources to develop generative AI skills
THOUGHT LEADERSHIP REPORT
Building Your Generative AI Advantage
Valuable use cases and insights from top executives to kickstart your generative AI journey.
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