AWS Machine Learning

MARCH 11, 2025

These models offer enterprises a range of capabilities, balancing accuracy, speed, and cost-efficiency. Using its enterprise software, FloTorch conducted an extensive comparison between Amazon Nova models and OpenAIs GPT-4o models with the Comprehensive Retrieval Augmented Generation (CRAG) benchmark dataset.

Benchmark 98

Benchmark APIs Enterprise Scripts 98

AWS Machine Learning

MARCH 19, 2025

Their results speak for themselvesAdobe achieved a 20-fold scale-up in model training while maintaining the enterprise-grade performance and reliability their customers expect. ServiceNows innovative AI solutions showcase their vision for enterprise-specific AI optimization. times lower latency compared to other platforms.

Healthcare 139

Healthcare Enterprise APIs Transportation 139

AWS Machine Learning

APRIL 3, 2025

Each drone follows predefined routes, with flight waypoints, altitude, and speed configured through an AWS API, using coordinates stored in Amazon DynamoDB. API Gateway plays a complementary role by acting as the main entry point for external applications, dashboards, and enterprise integrations.

APIs 100

APIs Telecommunications Enterprise Best practices 100

AWS Machine Learning

OCTOBER 29, 2024

To enable the video insights solution, the architecture uses a combination of AWS services, including the following: Amazon API Gateway is a fully managed service that makes it straightforward for developers to create, publish, maintain, monitor, and secure APIs at scale.

Engineering 108

Engineering APIs Sales Enterprise 108

AWS Machine Learning

JANUARY 29, 2025

However, even in a decentralized model, often LOBs must align with central governance controls and obtain approvals from the CCoE team for production deployment, adhering to global enterprise standards for areas such as access policies, model risk management, data privacy, and compliance posture, which can introduce governance complexities.

Enterprise 83

Enterprise Government Accountability Finance 83

AWS Machine Learning

MARCH 19, 2025

Note that these APIs use objects as namespaces, alleviating the need for explicit imports. API Gateway supports multiple mechanisms for controlling and managing access to an API. AWS Lambda handles the REST API integration, processing the requests and invoking the appropriate AWS services.

APIs 103

APIs Automotive Accountability Analytics 103

AWS Machine Learning

MARCH 14, 2025

Traditional automation approaches require custom API integrations for each application, creating significant development overhead. Add the Amazon Bedrock Agents supported computer use action groups to your agent using CreateAgentActionGroup API. Prerequisites AWS Command Line Interface (CLI), follow instructions here.

APIs 128

APIs Engineering CRM Enterprise 128

AWS Machine Learning

DECEMBER 18, 2024

Many enterprise customers across various industries are looking to adopt Generative AI to drive innovation, user productivity, and enhance customer experience. Amazon Q Business understands natural language and allows users to receive immediate, permissions-aware responses from enterprise data sources with citations.

APIs 79

APIs Enterprise Accountability Government 79

AWS Machine Learning

AUGUST 2, 2024

GraphStorm is a low-code enterprise graph machine learning (GML) framework to build, train, and deploy graph ML solutions on complex enterprise-scale graphs in days instead of months. adds new APIs to customize GraphStorm pipelines: you now only need 12 lines of code to implement a custom node classification training loop.

APIs 113

APIs Benchmark Construction Enterprise 113

AWS Machine Learning

SEPTEMBER 23, 2024

With the rise of powerful foundation models (FMs) powered by services such as Amazon Bedrock and Amazon SageMaker JumpStart , enterprises want to exercise granular control over which users and groups can access and use these models. We provide code examples tailored to common enterprise governance scenarios.

Government 112

Government Enterprise APIs Accountability 112

AWS Machine Learning

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. To launch the solution in a different Region, change the aws_region parameter accordingly.

APIs 126

APIs Scripts Accountability Entertainment 126

AWS Machine Learning

JANUARY 22, 2025

Amazon Bedrock Flows offers an intuitive visual builder and a set of APIs to seamlessly link foundation models (FMs), Amazon Bedrock features, and AWS services to build and automate user-defined generative AI workflows at scale. Test the flow Youre now ready to test the flow through the Amazon Bedrock console or API.

APIs 124

APIs Transportation Best practices Enterprise 124

AWS Machine Learning

AUGUST 22, 2024

Amazon Q Business is a conversational assistant powered by generative artificial intelligence (AI) that enhances workforce productivity by answering questions and completing tasks based on information in your enterprise systems, which each user is authorized to access.

Enterprise 124

Enterprise APIs Accountability Management 124

AWS Machine Learning

MARCH 6, 2025

By using the power of LLMs and combining them with specialized tools and APIs, agents can tackle complex, multistep tasks that were previously beyond the reach of traditional AI systems. Whenever local database information is unavailable, it triggers an online search using the Tavily API. Its used by the weather_agent() function.

APIs 93

APIs Scripts Enterprise Management 93

AWS Machine Learning

MARCH 27, 2024

This blog post discusses how BMC Software added AWS Generative AI capabilities to its product BMC AMI zAdviser Enterprise. BMC AMI zAdviser Enterprise provides a wide range of DevOps KPIs to optimize mainframe development and enable teams to proactvely identify and resolve issues.

Enterprise 111

Enterprise APIs Metrics Engineering 111

AWS Machine Learning

JANUARY 24, 2024

Building proofs of concept is relatively straightforward because cutting-edge foundation models are available from specialized providers through a simple API call. Additionally, enterprises must ensure data security when handling proprietary and sensitive data, such as personal data or intellectual property. Who has access to the data?

Enterprise 140

Enterprise APIs Advertising Technology 140

ConvergeOne

DECEMBER 12, 2023

We believe that enterprise API integrations made available for insurers by insurance startups are disrupting how insurers execute their digital transformations. How does enterprise application integration work? How do you find new ways to innovate your existing technology? How do you plan and assess for integration?

APIs 104

APIs Enterprise Surveys Technology 104

AWS Machine Learning

SEPTEMBER 6, 2023

In this post, we build a secure enterprise application using AWS Amplify that invokes an Amazon SageMaker JumpStart foundation model, Amazon SageMaker endpoints, and Amazon OpenSearch Service to explain how to create text-to-text or text-to-image and Retrieval Augmented Generation (RAG).

Enterprise 118

Enterprise APIs Real estate Construction 118

AWS Machine Learning

JANUARY 24, 2025

These steps might involve both the use of an LLM and external data sources and APIs. Agent plugin controller This component is responsible for the API integration to external data sources and APIs. The LLM agent is an orchestrator of a set of steps that might be necessary to complete the desired request.

APIs 103

APIs Scripts Best practices Management 103

AWS Machine Learning

MARCH 6, 2025

This blog post delves into how these innovative tools synergize to elevate the performance of your AI applications, ensuring they not only meet but exceed the exacting standards of enterprise-level deployments. By adopting this holistic evaluation approach, enterprises can fully harness the transformative power of generative AI applications.

Metrics 94

Metrics Enterprise APIs Engineering 94

NobelBiz

APRIL 2, 2024

With the growing customer expectations, enterprises are under great pressure to deliver exceptional service. At the core of this modern transformation lie Enterprise Contact Center Solutions , sophisticated platforms designed to streamline communication, enhance productivity, and drive customer satisfaction.

contact center solutions 105

contact center solutions Enterprise Contact Center Interactive Voice Response 105

AWS Machine Learning

FEBRUARY 11, 2025

We use various AWS services to deploy a complete solution that you can use to interact with an API providing real-time weather information. We also use identity pool to provide temporary AWS credentials for the user while they interact with Amazon Bedrock API. In this solution, we use Amazon Bedrock Agents.

APIs 81

APIs Enterprise Accountability Management 81

AWS Machine Learning

MARCH 27, 2025

Refer to Getting started with the API to set up your environment to make Amazon Bedrock requests through the AWS API. Test the code using the native inference API for Anthropics Claude The following code uses the native inference API to send a text message to Anthropics Claude. client = boto3.client("bedrock-runtime",

Education 91

Education Engineering APIs Enterprise 91

AWS Machine Learning

JANUARY 4, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) via a single API, enabling to easily build and scale Gen AI applications. Conclusion In this post, we discussed how we can generate value from enterprise data using natural language to SQL generation. Nitin Eusebius is a Sr.

Best practices 137

Best practices Enterprise Engineering APIs 137

AWS Machine Learning

OCTOBER 30, 2024

Enabling Global Resiliency for an Amazon Lex bot is straightforward using the AWS Management Console , AWS Command Line Interface (AWS CLI), or APIs. Global Resiliency APIs Global Resiliency provides API support to create and manage replicas. To better understand the solution, refer to the following architecture diagram.

Chatbots 101

Chatbots Interactive Voice Response APIs Telecommunications 101

AWS Machine Learning

APRIL 3, 2025

Heres what some of our AMs had to say about their experience with the account plans draft assistant: The AI assistant saved me at least 15 hours on my latest enterprise account plan. Enterprise Account Manager As someone managing multiple mid-market accounts, I struggled to create in-depth plans for all my customers.

Accountability 70

Accountability Sales CRM APIs 70

AWS Machine Learning

MARCH 27, 2025

However, some enterprises implement strict Regional access controls through service control policies (SCPs) or AWS Control Tower to adhere to compliance requirements, inadvertently blocking cross-Region inference functionality in Amazon Bedrock. This completes the configuration. Dhawal Patel is a Principal Machine Learning Architect at AWS.

Accountability 94

Accountability Government APIs Enterprise 94

AWS Machine Learning

NOVEMBER 7, 2023

Furthermore, the cost to train new LLMs can prove prohibitive for many enterprise settings. Amazon Kendra with foundational LLM Amazon Kendra is an advanced enterprise search service enhanced by machine learning (ML) that provides out-of-the-box semantic search capabilities. The user uploads one or more documents into Amazon S3.

Enterprise 116

Enterprise APIs Engineering Accountability 116

AWS Machine Learning

APRIL 30, 2024

Amazon Q Business is a conversational assistant powered by generative artificial intelligence (AI) that enhances workforce productivity by answering questions and completing tasks based on information in your enterprise systems. Many AWS enterprise customers already have this configured for their IAM Identity Center organization instance.

Enterprise 125

Enterprise Accountability APIs Management 125

AWS Machine Learning

FEBRUARY 21, 2025

Generative AI is revolutionizing enterprise automation, enabling AI systems to understand context, make decisions, and act independently. The solution uses the FMs tool use capabilities, accessed through the Amazon Bedrock Converse API. For more details on how tool use works, refer to The complete tool use workflow.

APIs 84

APIs Healthcare Consulting Consulting 84

AWS Machine Learning

FEBRUARY 28, 2025

Amazon Q Business is a fully managed, generative AIpowered assistant that empowers enterprises to unlock the full potential of their data and organizational knowledge. Smartsheet, the AI-enhanced enterprise-grade work management platform, helps users manage projects, programs, and processes at scale. A Smartsheet access token.

APIs 65

APIs Enterprise Accountability Management 65

AWS Machine Learning

NOVEMBER 15, 2024

The chatbot improved access to enterprise data and increased productivity across the organization. Amazon Q Business is a generative AI-powered assistant that can answer questions, provide summaries, generate content, and securely complete tasks based on data and information in your enterprise systems.

Chatbots 115

Chatbots Engineering Enterprise Government 115

AWS Machine Learning

MARCH 4, 2025

Scalability The solution can handle multiple reviews simultaneously, making it suitable for organizations of all sizes, from startups to enterprises. Your data remains in the AWS Region where the API call is processed. Brijesh Pati is an Enterprise Solutions Architect at AWS, helping enterprise customers adopt cloud technologies.

Best practices 103

Best practices Enterprise Engineering Strategic Value 103

AWS Machine Learning

JANUARY 14, 2025

With the general availability of Amazon Bedrock Agents , you can rapidly develop generative AI applications to run multi-step tasks across a myriad of enterprise systems and data sources. The embedding model, which is hosted on the same EC2 instance as the local LLM API inference server, converts the text chunks into vector representations.

APIs 92

APIs Chatbots Enterprise Healthcare 92

AWS Machine Learning

JULY 2, 2024

With the rise of generative artificial intelligence (AI), an increasing number of organizations use digital assistants to have their end-users ask domain-specific questions, using Retrieval Augmented Generation (RAG) over their enterprise data sources. The request is sent by the web application to the API.

APIs 130

APIs Scripts Enterprise Engineering 130

AWS Machine Learning

MARCH 18, 2025

As generative AI adoption accelerates across enterprises, maintaining safe, responsible, and compliant AI interactions has never been more critical. Amazon Bedrock Guardrails provides configurable safeguards that help organizations build generative AI applications with industry-leading safety protections.

Government 87

Government APIs Enterprise Technology 87

AWS Machine Learning

FEBRUARY 25, 2025

To build a generative AI -based conversational application integrated with relevant data sources, an enterprise needs to invest time, money, and people. Alation is a data intelligence company serving more than 600 global enterprises, including 40% of the Fortune 100. This blog post is co-written with Gene Arnold from Alation.

Enterprise 87

Enterprise Engineering APIs Accountability 87