AWS Machine Learning - AI

NOVEMBER 7, 2024

While organizations continue to discover the powerful applications of generative AI , adoption is often slowed down by team silos and bespoke workflows. To move faster, enterprises need robust operating models and a holistic approach that simplifies the generative AI lifecycle.

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Generative AI AWS Artificial Inteligence Enterprise 99

CIO

NOVEMBER 15, 2023

Competition among software vendors to be “the” platform on which enterprises build their IT infrastructure is intensifying, with the focus of late on how much noise they can make about their implementation of generative AI features. Sentiment can be a measure of how willing employees will be to use generative AI in their workflow.

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Generative AI Artificial Inteligence Technical Advisors Weak Development Team 202

AWS Machine Learning - AI

JANUARY 29, 2025

Generative AI can revolutionize organizations by enabling the creation of innovative applications that offer enhanced customer and employee experiences. In this post, we evaluate different generative AI operating model architectures that could be adopted.

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Generative AI Organization Enterprise Artificial Inteligence 75

AWS Machine Learning - AI

NOVEMBER 20, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

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Artificial Inteligence Applications Knowledge Base Generative AI 102

AWS Machine Learning - AI

MARCH 20, 2025

Asure anticipated that generative AI could aid contact center leaders to understand their teams support performance, identify gaps and pain points in their products, and recognize the most effective strategies for training customer support representatives using call transcripts. Yasmine Rodriguez, CTO of Asure.

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Generative AI Artificial Inteligence Metrics AWS 69

AWS Machine Learning - AI

MARCH 7, 2025

At the forefront of using generative AI in the insurance industry, Verisks generative AI-powered solutions, like Mozart, remain rooted in ethical and responsible AI use. Security and governance Generative AI is very new technology and brings with it new challenges related to security and compliance.

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Generative AI Technical Review Insurance Policies 77

AWS Machine Learning - AI

APRIL 10, 2025

They offer fast inference, support agentic workflows with Amazon Bedrock Knowledge Bases and RAG, and allow fine-tuning for text and multi-modal data. To do so, we create a knowledge base. Complete the following steps: On the Amazon Bedrock console, choose Knowledge Bases in the navigation pane. Choose Next.

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Case Study Artificial Inteligence Study Generative AI 100

CIO

OCTOBER 12, 2023

You’re an IT leader at an organization whose employees are rampantly adopting generative AI. Can it be solved with existing AI or even other tools? What are your metrics for success? Successful startups don’t get caught chasing butterflies; they identify opportunities that will generate the best return.

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Generative AI Strategy Off-The-Shelf Survey 191

AWS Machine Learning - AI

JULY 3, 2024

Knowledge Bases for Amazon Bedrock is a fully managed capability that helps you securely connect foundation models (FMs) in Amazon Bedrock to your company data using Retrieval Augmented Generation (RAG). In the following sections, we demonstrate how to create a knowledge base with guardrails.

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Knowledge Base Artificial Inteligence Generative AI AWS 116

AWS Machine Learning - AI

MARCH 5, 2025

Generative AI question-answering applications are pushing the boundaries of enterprise productivity. These assistants can be powered by various backend architectures including Retrieval Augmented Generation (RAG), agentic workflows, fine-tuned large language models (LLMs), or a combination of these techniques.

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Generative AI Systems Review Artificial Inteligence Software Review 73

CIO

NOVEMBER 13, 2024

Managers tend to incentivize activity metrics and measure inputs versus outputs,” she adds. If gen AI can help an employee craft a well-written email 10 times faster, they might respond to 10 times as many emails as they did before — emails someone else will now have to read and maybe respond to as well.

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Weak Development Team Artificial Inteligence Technical Review Generative AI 212

AWS Machine Learning - AI

APRIL 23, 2024

Aligning generative AI applications with this framework is essential for several reasons, including providing scalability, maintaining security and privacy, achieving reliability, optimizing costs, and streamlining operations. Now, let’s dive deep into the new features launched within Knowledge Bases for Amazon Bedrock.

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Knowledge Base Scalability Applications Generative AI 116

AWS Machine Learning - AI

NOVEMBER 15, 2024

The rapid advancement of generative AI promises transformative innovation, yet it also presents significant challenges. Concerns about legal implications, accuracy of AI-generated outputs, data privacy, and broader societal impacts have underscored the importance of responsible AI development.

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Applications Generative AI AWS Artificial Inteligence 98

AWS Machine Learning - AI

MAY 31, 2024

However, if you want to use an FM to answer questions about your private data that you have stored in your Amazon Simple Storage Service (Amazon S3) bucket, you need to use a technique known as Retrieval Augmented Generation (RAG) to provide relevant answers for your customers. The following diagram depicts a high-level RAG architecture.

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Knowledge Base Artificial Inteligence AWS Serverless 119

AWS Machine Learning - AI

SEPTEMBER 25, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing FMs from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

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Knowledge Base Artificial Inteligence Analysis AWS 107

AWS Machine Learning - AI

JANUARY 29, 2025

Open foundation models (FMs) have become a cornerstone of generative AI innovation, enabling organizations to build and customize AI applications while maintaining control over their costs and deployment strategies. Review the model response and metrics provided. Consider implementing monitoring and observability.

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Generative AI Artificial Inteligence AWS Technical Review 116

AWS Machine Learning - AI

MARCH 20, 2025

Gartner predicts that by 2027, 40% of generative AI solutions will be multimodal (text, image, audio and video) by 2027, up from 1% in 2023. The McKinsey 2023 State of AI Report identifies data management as a major obstacle to AI adoption and scaling.

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Data Generative AI Artificial Inteligence Compliance 98

AWS Machine Learning - AI

FEBRUARY 1, 2024

Resilience plays a pivotal role in the development of any workload, and generative AI workloads are no different. There are unique considerations when engineering generative AI workloads through a resilience lens. In the batch case, there are a couple challenges compared to typical data pipelines.

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Generative AI Disaster Recovery Artificial Inteligence AWS 124

AWS Machine Learning - AI

MAY 13, 2024

This is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading artificial intelligence (AI) companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API. We used the Amazon Titan Text Embeddings model on Amazon Bedrock to generate vector embeddings.

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Generative AI Artificial Inteligence Report Healthcare 117

AWS Machine Learning - AI

OCTOBER 2, 2024

Large enterprises are building strategies to harness the power of generative AI across their organizations. Managing bias, intellectual property, prompt safety, and data integrity are critical considerations when deploying generative AI solutions at scale.

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Generative AI Artificial Inteligence AWS Government 107

AWS Machine Learning - AI

AUGUST 15, 2024

QnABot on AWS (an AWS Solution) now provides access to Amazon Bedrock foundational models (FMs) and Knowledge Bases for Amazon Bedrock , a fully managed end-to-end Retrieval Augmented Generation (RAG) workflow. In turn, customers can ask a variety of questions and receive accurate answers powered by generative AI.

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Artificial Inteligence Generative AI Knowledge Base Lambda 114

AWS Machine Learning - AI

MARCH 11, 2025

The growing need for cost-effective AI models The landscape of generative AI is rapidly evolving. Although GPT-4o has gained traction in the AI community, enterprises are showing increased interest in Amazon Nova due to its lower latency and cost-effectiveness. In this section, we explore each component in more detail.

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Artificial Inteligence Knowledge Base Comparison Generative AI 87

CIO

DECEMBER 9, 2024

In this scenario, using AI to improve employee capabilities by building on the existing knowledge base will be key. In 2025, we can expect to see better frameworks for calculating these costs from firms such as Gartner, IDC, and Forrester that build on their growing knowledge bases from proofs of concept and early deployments.

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Enterprise Artificial Inteligence Off-The-Shelf Knowledge Base 174

AWS Machine Learning - AI

AUGUST 26, 2024

Prospecting, opportunity progression, and customer engagement present exciting opportunities to utilize generative AI, using historical data, to drive efficiency and effectiveness. Use case overview Using generative AI, we built Account Summaries by seamlessly integrating both structured and unstructured data from diverse sources.

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Generative AI AWS Artificial Inteligence Technical Review 111

AWS Machine Learning - AI

NOVEMBER 1, 2024

Fine-tuning is a powerful approach in natural language processing (NLP) and generative AI , allowing businesses to tailor pre-trained large language models (LLMs) for specific tasks. By fine-tuning, the LLM can adapt its knowledge base to specific data and tasks, resulting in enhanced task-specific capabilities.

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Artificial Inteligence Generative AI Training Metrics 85

AWS Machine Learning - AI

SEPTEMBER 6, 2024

Generative artificial intelligence (AI) applications powered by large language models (LLMs) are rapidly gaining traction for question answering use cases. From internal knowledge bases for customer support to external conversational AI assistants, these applications use LLMs to provide human-like responses to natural language queries.

Generative AI 83

Generative AI Metrics Artificial Inteligence Systems Review 83

AWS Machine Learning - AI

APRIL 9, 2025

Amazon Q Business offers a unique opportunity to enhance workforce efficiency by providing AI-powered assistance that can significantly reduce the time spent searching for information, generating content, and completing routine tasks. In this post, we explore Amazon Q Business Insights capabilities and its importance for organizations.

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Weak Development Team Metrics AWS Systems Review 67

AWS Machine Learning - AI

MAY 9, 2024

In this post, we describe the development of the customer support process in FAST incorporating generative AI, the data, the architecture, and the evaluation of the results. Conversational AI assistants are rapidly transforming customer and employee support. This improved results over just generic text search.

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Generative AI Artificial Inteligence Technical Review Development Team Review 124

AWS Machine Learning - AI

SEPTEMBER 20, 2024

There are many challenges that can impact employee productivity, such as cumbersome search experiences or finding specific information across an organization’s vast knowledge bases. Employees will have a consistent experience wherever they choose to interact with the generative AI assistant.

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Generative AI Artificial Inteligence Knowledge Base AWS 92

TechCrunch

APRIL 4, 2023

By one metric , ChatGPT is the fastest-growing app in the world, having reached 100 million users within the first two months of launch. Associating with an app that visible, particularly one that’s in the red-hot generative AI space, is bound to get attention — a fact to which this article is a testament. .

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ChatGPT Generative AI Tools Analytics 257

AWS Machine Learning - AI

APRIL 24, 2024

Conversational artificial intelligence (AI) assistants are engineered to provide precise, real-time responses through intelligent routing of queries to the most suitable AI functions. With AWS generative AI services like Amazon Bedrock , developers can create systems that expertly manage and respond to user requests.

Artificial Inteligence 120

Artificial Inteligence Lambda Knowledge Base IoT 120

AWS Machine Learning - AI

MARCH 18, 2025

Today, generative AI can help bridge this knowledge gap for nontechnical users to generate SQL queries by using a text-to-SQL application. This application allows users to ask questions in natural language and then generates a SQL query for the users request. I am creating a new metric and need the sales data.

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Artificial Inteligence Applications Generative AI Off-The-Shelf 85

AWS Machine Learning - AI

SEPTEMBER 20, 2024

Amazon Bedrock agents use LLMs to break down tasks, interact dynamically with users, run actions through API calls, and augment knowledge using Amazon Bedrock Knowledge Bases. The ReAct approach enables agents to generate reasoning traces and actions while seamlessly integrating with company systems through action groups.

Generative AI 98

Generative AI Lambda Applications AWS 98

CIO

APRIL 12, 2024

And while the company prides itself on the wide knowledge of its store employees, no one can be an expert on every product a store sells. A new support tool, Hey GURA, combines generative AI with headsets to provide store employees with all kinds of information on the fly. It makes the team member much more efficient.”

Artificial Inteligence 174

Artificial Inteligence Retail Artificial Intelligence Knowledge Base 174

AWS Machine Learning - AI

AUGUST 2, 2024

Generative artificial intelligence (AI) is rapidly emerging as a transformative force, poised to disrupt and reshape businesses of all sizes and across industries. As with all other industries, the energy sector is impacted by the generative AI paradigm shift, unlocking opportunities for innovation and efficiency.

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Artificial Inteligence Generative AI Energy Knowledge Base 102

AWS Machine Learning - AI

MAY 30, 2024

Retrieval Augmented Generation vs. fine tuning Traditional LLMs don’t have an understanding of Vitech’s processes and flow, making it imperative to augment the power of LLMs with Vitech’s knowledge base. Additionally, Vitech uses Amazon Bedrock runtime metrics to measure latency, performance, and number of tokens. “We

Artificial Inteligence 115

Artificial Inteligence Technical Review Development Team Review Software Review 115

AWS Machine Learning - AI

MAY 7, 2024

If you prefer to generate post call recording summaries with Amazon Bedrock rather than Amazon SageMaker, checkout this Bedrock sample solution. Its effectiveness is measured through metrics like perplexity, accuracy, and F1 score, and it is fine-tuned to respond to instructions with relevant and coherent text outputs.

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Artificial Inteligence Meeting AWS Generative AI 117