AWS Machine Learning

NOVEMBER 18, 2024

Today, we are happy to announce the availability of Binary Embeddings for Amazon Titan Text Embeddings V2 in Amazon Bedrock Knowledge Bases and Amazon OpenSearch Serverless. Using Amazon Bedrock Knowledge Bases, FMs and agents can retrieve contextual information from your company’s private data sources for RAG.

Benchmark 102

Benchmark APIs Engineering Analytics 102

AWS Machine Learning

OCTOBER 11, 2024

Generative AI solutions often use Retrieval Augmented Generation (RAG) architectures, which augment external knowledge sources for improving content quality, context understanding, creativity, domain-adaptability, personalization, transparency, and explainability.

APIs 101

APIs Enterprise Engineering Government 101

AWS Machine Learning

JULY 18, 2024

Knowledge Bases for Amazon Bedrock is a fully managed capability that helps you implement the entire RAG workflow, from ingestion to retrieval and prompt augmentation. However, the metadata fields need to be configured during the knowledge base ingestion process. The following screenshot shows an example of the dataset.

APIs 123

APIs Engineering Enterprise Management 123

AWS Machine Learning

MARCH 1, 2024

At AWS re:Invent 2023, we announced the general availability of Knowledge Bases for Amazon Bedrock. With a knowledge base, you can securely connect foundation models (FMs) in Amazon Bedrock to your company data for fully managed Retrieval Augmented Generation (RAG).

APIs 129

APIs Finance Chatbots Enterprise 129

AWS Machine Learning

FEBRUARY 29, 2024

Knowledge Bases for Amazon Bedrock allows you to build performant and customized Retrieval Augmented Generation (RAG) applications on top of AWS and third-party vector stores using both AWS and third-party models. If you want more control, Knowledge Bases lets you control the chunking strategy through a set of preconfigured options.

APIs 134

APIs Healthcare Scripts Enterprise 134

AWS Machine Learning

NOVEMBER 19, 2024

In this post, we demonstrate how to create an automated email response solution using Amazon Bedrock and its features, including Amazon Bedrock Agents , Amazon Bedrock Knowledge Bases , and Amazon Bedrock Guardrails. These indexed documents provide a comprehensive knowledge base that the AI agents consult to inform their responses.

APIs 89

APIs Management Engineering Enterprise 89

AWS Machine Learning

AUGUST 7, 2024

For instance, customer support, troubleshooting, and internal and external knowledge-based search. RAG is the process of optimizing the output of an LLM so it references an authoritative knowledge base outside of its training data sources before generating a response. Create a knowledge base that contains this book.

APIs 131

APIs Chatbots Metrics Education 131

AWS Machine Learning

JULY 2, 2024

In November 2023, we announced Knowledge Bases for Amazon Bedrock as generally available. Knowledge bases allow Amazon Bedrock users to unlock the full potential of Retrieval Augmented Generation (RAG) by seamlessly integrating their company data into the language model’s generation process.

Healthcare 126

Healthcare APIs Government Accountability 126

HelpCrunch

OCTOBER 11, 2021

The post Knowledge Base SEO: 5 Easy Ways to Optimize Your Knowledge Base Articles appeared first on HelpCrunch blog. Did you know that 89% of customers are more likely to make another purchase if they have a positive customer service experience on your website?

Sales 133

Sales Customer Service 133

AWS Machine Learning

APRIL 23, 2024

This post explores the new enterprise-grade features for Knowledge Bases on Amazon Bedrock and how they align with the AWS Well-Architected Framework. AWS Well-Architected design principles RAG-based applications built using Knowledge Bases for Amazon Bedrock can greatly benefit from following the AWS Well-Architected Framework.

APIs 128

APIs Enterprise Scripts Accountability 128

AWS Machine Learning

SEPTEMBER 19, 2024

Amazon Bedrock Knowledge Bases provides foundation models (FMs) and agents in Amazon Bedrock contextual information from your company’s private data sources for Retrieval Augmented Generation (RAG) to deliver more relevant, accurate, and customized responses. Amazon Bedrock Knowledge Bases offers a fully managed RAG experience.

APIs 91

APIs Accountability Management Engineering 91

AWS Machine Learning

FEBRUARY 8, 2024

You can now use Agents for Amazon Bedrock and Knowledge Bases for Amazon Bedrock to configure specialized agents that seamlessly run actions based on natural language input and your organization’s data. Knowledge Bases for Amazon Bedrock provides fully managed RAG to supply the agent with access to your data.

APIs 138

APIs Scripts Enterprise Management 138

AWS Machine Learning

APRIL 8, 2024

At AWS re:Invent 2023, we announced the general availability of Knowledge Bases for Amazon Bedrock. With Knowledge Bases for Amazon Bedrock, you can securely connect foundation models (FMs) in Amazon Bedrock to your company data using a fully managed Retrieval Augmented Generation (RAG) model.

APIs 128

APIs Construction Chatbots Accountability 128

AWS Machine Learning

APRIL 26, 2024

At AWS re:Invent 2023, we announced the general availability of Knowledge Bases for Amazon Bedrock. With Knowledge Bases for Amazon Bedrock, you can securely connect foundation models (FMs) in Amazon Bedrock to your company data for fully managed Retrieval Augmented Generation (RAG).

APIs 127

APIs Enterprise Chatbots Engineering 127

AWS Machine Learning

JULY 1, 2024

Generative artificial intelligence (AI)-powered chatbots play a crucial role in delivering human-like interactions by providing responses from a knowledge base without the involvement of live agents. You can simply connect QnAIntent to company knowledge sources and the bot can immediately handle questions using the allowed content.

Self service 125

Self service Chatbots Accountability Finance 125

AWS Machine Learning

MAY 31, 2024

Knowledge Bases for Amazon Bedrock is a fully managed RAG capability that allows you to customize FM responses with contextual and relevant company data. Crucially, if you delete data from the source S3 bucket, it’s automatically removed from the underlying vector store after syncing the knowledge base.

Best practices 130

Best practices APIs Accountability Personalization 130

AWS Machine Learning

FEBRUARY 19, 2024

One way to enable more contextual conversations is by linking the chatbot to internal knowledge bases and information systems. Integrating proprietary enterprise data from internal knowledge bases enables chatbots to contextualize their responses to each user’s individual needs and interests.

Chatbots 116

Chatbots APIs Engineering Enterprise 116

AWS Machine Learning

AUGUST 5, 2024

An end-to-end RAG solution involves several components, including a knowledge base, a retrieval system, and a generation system. Solution overview The solution provides an automated end-to-end deployment of a RAG workflow using Knowledge Bases for Amazon Bedrock. Choose Sync to initiate the data ingestion job.

Scripts 126

Scripts Accountability Education Feedback 126

Help Scout

AUGUST 22, 2023

Learn what a knowledge base is and discover how to plan, create, and deliver effective help center content to create better customer experiences. Read the full article

Management 105

Management Customer Experience 105

AWS Machine Learning

JUNE 20, 2024

Create a knowledge base that will split your data into chunks and generate embeddings using the Amazon Titan Embeddings model. As part of this process, Knowledge Bases for Amazon Bedrock automatically creates an Amazon OpenSearch Serverless vector search collection to hold your vectorized data. Choose Done.

APIs 108

APIs Self service Engineering Customer Experience 108

AWS Machine Learning

AUGUST 5, 2024

Included with Amazon Bedrock is Knowledge Bases for Amazon Bedrock. As a fully managed service, Knowledge Bases for Amazon Bedrock makes it straightforward to set up a Retrieval Augmented Generation (RAG) workflow. With Knowledge Bases for Amazon Bedrock, we first set up a vector database on AWS.

APIs 111

APIs Engineering Chatbots Management 111

AWS Machine Learning

MAY 1, 2024

This post demonstrates how to build a chatbot using Amazon Bedrock including Agents for Amazon Bedrock and Knowledge Bases for Amazon Bedrock , within an automated solution. This agent responds to user inquiries by either consulting the knowledge base or by invoking an Agent Executor Lambda function.

Chatbots 126

Chatbots APIs Engineering Automotive 126

AWS Machine Learning

APRIL 18, 2024

In this post, we show you how to use LMA with Amazon Transcribe , Amazon Bedrock , and Knowledge Bases for Amazon Bedrock. Context-aware meeting assistant – It uses Knowledge Bases for Amazon Bedrock to provide answers from your trusted sources, using the live transcript as context for fact-checking and follow-up questions.

APIs 130

APIs Accountability Analytics Entertainment 130

Help Scout

AUGUST 22, 2023

These 18 inspirational knowledge base examples will help you create a great knowledge base and improve your self-service support in 2022. Read the full article

Self service 92

Self service 92

AWS Machine Learning

JULY 10, 2024

Knowledge Bases for Amazon Bedrock is a fully managed service that helps you implement the entire Retrieval Augmented Generation (RAG) workflow from ingestion to retrieval and prompt augmentation without having to build custom integrations to data sources and manage data flows, pushing the boundaries for what you can do in your RAG workflows.

APIs 131

APIs Education Management 131

HelpCrunch

NOVEMBER 11, 2022

The post SaaS Knowledge Base: The Actual Meaning and Best Examples appeared first on HelpCrunch blog. What would you rather do if you faced a product/service issue and your Internet provider, a movie streaming service, or *insert your option* had no communication channel? Or the ones that they provide, like, a [ … ].

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SaaS 118

TechSee

DECEMBER 3, 2019

Although 91% of companies have invested heavily in contact center knowledge bases, very few are seeing real ROI. Most knowledge bases are hindered by poor usability. Some knowledge bases can also proactively present issue resolution suggestions to customer service representatives in real time.

Contact Center 136

Contact Center outsourcing Customer Service call center solutions 136

Nicereply

SEPTEMBER 13, 2022

The knowledge base has been considered a crucial component of providing self-service for years. And now knowledge bases as we’ve always known them are dead. To accommodate, customer support teams need to rethink how they create, manage, and share knowledge. The traditional knowledge base is fading.

SaaS 52

SaaS Chatbots Scripts Self service 52

HelpCrunch

MARCH 15, 2023

In fact, this [ … ] The post Customer Service Knowledge Base: The Definition and Lifehacks for Building One appeared first on HelpCrunch blog. Here you are, sitting at your desk, catching every client’s issue, and telling them how to proceed with the product.

Customer Service 118

Customer Service 118

AWS Machine Learning

AUGUST 28, 2024

The complexity of developing and deploying an end-to-end RAG solution involves several components, including a knowledge base, retrieval system, and generative language model. Solution overview The solution provides an automated end-to-end deployment of a RAG workflow using Knowledge Bases for Amazon Bedrock.

Education 92

Education Engineering Accountability Management 92

HelpCrunch

MARCH 1, 2023

At a certain point in time, businesses start to think about ways to organize, manage, and retain the knowledge that has accumulated over years. Not only does it help to keep better control over the [ … ] The post Knowledge Base vs Wiki: How to Choose What’s Right for You? appeared first on HelpCrunch blog.

Management 118

Management 118

AWS Machine Learning

APRIL 9, 2024

With Knowledge Bases for Amazon Bedrock , you can securely connect foundation models (FMs) in Amazon Bedrock to your company data for Retrieval Augmented Generation (RAG). Prerequisites To follow along with these examples, you need to have an existing knowledge base. Select the knowledge base you created.

APIs 135

APIs Engineering Healthcare Education 135

Help Scout

JULY 15, 2024

If you sell online, you need an ecommerce knowledge base. Learn what they are, how to build one, and see some examples to get inspired. Read the full article

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Help Scout

AUGUST 22, 2023

Your knowledge base is one of the hardest working members of your team. Putting effort and energy into great knowledge base articles and organization helps it work even more efficiently. Read the full article

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Help Scout

AUGUST 22, 2023

Follow these 9 knowledge base tips. Improve your customer experience by providing customers with the info they need at the moment they need it. Read the full article

Customer Experience 85

Customer Experience 85

HelpCrunch

FEBRUARY 15, 2022

The post Knowledge Base Article Templates That Unweight Your Writing Burden appeared first on HelpCrunch blog. The fitting software is chosen and everything is all set for the trouble-free customer self-service. Wait a minute…do you get the feeling something is missing? [ … ].

Self service 118

Self service 118