AWS Machine Learning Blog
Category: Architecture
Build a serverless audio summarization solution with HAQM Bedrock and Whisper
In this post, we demonstrate how to use the Open AI Whisper foundation model (FM) Whisper Large V3 Turbo, available in HAQM Bedrock Marketplace, which offers access to over 140 models through a dedicated offering, to produce near real-time transcription. These transcriptions are then processed by HAQM Bedrock for summarization and redaction of sensitive information.
Build a scalable AI assistant to help refugees using AWS
The Danish humanitarian organization Bevar Ukraine has developed a comprehensive virtual generative AI-powered assistant called Victor, aimed at addressing the pressing needs of Ukrainian refugees integrating into Danish society. This post details our technical implementation using AWS services to create a scalable, multilingual AI assistant system that provides automated assistance while maintaining data security and GDPR compliance.
How Rocket Companies modernized their data science solution on AWS
In this post, we share how we modernized Rocket Companies’ data science solution on AWS to increase the speed to delivery from eight weeks to under one hour, improve operational stability and support by reducing incident tickets by over 99% in 18 months, power 10 million automated data science and AI decisions made daily, and provide a seamless data science development experience.
Optimizing costs of generative AI applications on AWS
Optimizing costs of generative AI applications on AWS is critical for realizing the full potential of this transformative technology. The post outlines key cost optimization pillars, including model selection and customization, token usage, inference pricing plans, and vector database considerations.
How TUI uses HAQM Bedrock to scale content creation and enhance hotel descriptions in under 10 seconds
TUI Group is one of the world’s leading global tourism services, providing 21 million customers with an unmatched holiday experience in 180 regions. The TUI content teams are tasked with producing high-quality content for its websites, including product details, hotel information, and travel guides, often using descriptions written by hotel and third-party partners. In this post, we discuss how we used HAQM SageMaker and HAQM Bedrock to build a content generator that rewrites marketing content following specific brand and style guidelines.
Automate emails for task management using HAQM Bedrock Agents, HAQM Bedrock Knowledge Bases, and HAQM Bedrock Guardrails
In this post, we demonstrate how to create an automated email response solution using HAQM Bedrock and its features, including HAQM Bedrock Agents, HAQM Bedrock Knowledge Bases, and HAQM Bedrock Guardrails.
How InsuranceDekho transformed insurance agent interactions using HAQM Bedrock and generative AI
In this post, we explain how InsuranceDekho harnessed the power of generative AI using HAQM Bedrock and Anthropic’s Claude to provide responses to customer queries on policy coverages, exclusions, and more. This let our customer care agents and POSPs confidently help our customers understand the policies without reaching out to insurance subject matter experts (SMEs) or memorizing complex plans while providing sales and after-sales services. The use of this solution has improved sales, cross-selling, and overall customer service experience.
How GoDaddy built Lighthouse, an interaction analytics solution to generate insights on support interactions using HAQM Bedrock
In this post, we discuss how GoDaddy’s Care & Services team, in close collaboration with the AWS GenAI Labs team, built Lighthouse—a generative AI solution powered by HAQM Bedrock. HAQM Bedrock is a fully managed service that makes foundation models (FMs) from leading AI startups and HAQM available through an API, so you can choose from a wide range of FMs to find the model that is best suited for your use case. With HAQM Bedrock, GoDaddy’s Lighthouse mines insights from customer care interactions using crafted prompts to identify top call drivers and reduce friction points in customers’ product and website experiences, leading to improved customer experience.
Streamline workflow orchestration of a system of enterprise APIs using chaining with HAQM Bedrock Agents
In this post, we explore how chaining domain-specific agents using HAQM Bedrock Agents can transform a system of complex API interactions into streamlined, adaptive workflows, empowering your business to operate with agility and precision.
GenASL: Generative AI-powered American Sign Language avatars
In this post, we dive into the architecture and implementation details of GenASL, which uses AWS generative AI capabilities to create human-like ASL avatar videos. GenASL is a solution that translates speech or text into expressive ASL avatar animations, bridging the gap between spoken and written language and sign language.