AWS Machine Learning

MARCH 19, 2025

They arent just building another chatbot; they are reimagining healthcare delivery at scale. Its the kind of ambitious mission that excites me, not just because of its bold vision, but because of the incredible technical challenges it presents. Production-ready AI like this requires more than just cutting-edge models or powerful GPUs.

Healthcare 144

Healthcare Enterprise APIs Transportation 144

AWS Machine Learning

NOVEMBER 14, 2024

Customers can use the SageMaker Studio UI or APIs to specify the SageMaker Model Registry model to be shared and grant access to specific AWS accounts or to everyone in the organization. We will start by using the SageMaker Studio UI and then by using APIs.

Government 104

Government Management APIs Accountability 104

AWS Machine Learning

SEPTEMBER 4, 2024

Many ecommerce applications want to provide their users with a human-like chatbot that guides them to choose the best product as a gift for their loved ones or friends. Based on the discussion with the user, the chatbot should be able to query the ecommerce product catalog, filter the results, and recommend the most suitable products.

Chatbots 91

Chatbots APIs Construction Best practices 91

AWS Machine Learning

APRIL 10, 2025

Approach and base model overview In this section, we discuss the differences between a fine-tuning and RAG approach, present common use cases for each approach, and provide an overview of the base model used for experiments. The following diagram illustrates the solution architecture.

APIs 123

APIs Metrics Best practices Construction 123

AWS Machine Learning

MARCH 29, 2024

For example, the following figure shows screenshots of a chatbot transitioning a customer to a live agent chat (courtesy of WaFd Bank). The associated Amazon Lex chatbot is configured with an escalation intent to process the incoming agent assistance request. The payload includes the conversation ID of the active conversation.

Cloud contact 120

Cloud contact Contact Center Chatbots APIs 120

AWS Machine Learning

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. In this post, we demonstrate how to use Amazon Bedrock Agents with a web search API to integrate dynamic web content in your generative AI application.

APIs 105

APIs Chatbots Construction Engineering 105

Inbenta

AUGUST 17, 2021

Contents: What is voice search and what are voice chatbots? Text-to-speech and speech-to-text chatbots: how do they work? How to build a voice chatbot: integrations powered by Inbenta. Why launch a voice-based chatbot project: adding more value to your business. What is voice search and what are voice chatbots?

Chatbots 94

Chatbots Interactive Voice Response Customer Service APIs 94

AWS Machine Learning

OCTOBER 24, 2024

Since the inception of AWS GenAIIC in May 2023, we have witnessed high customer demand for chatbots that can extract information and generate insights from massive and often heterogeneous knowledge bases. Implementation on AWS A RAG chatbot can be set up in a matter of minutes using Amazon Bedrock Knowledge Bases. doc,pdf, or.txt).

Chatbots 92

Chatbots Metrics Scripts APIs 92

AWS Machine Learning

JUNE 12, 2023

OpenChatKit is an open-source LLM used to build general-purpose and specialized chatbot applications, released by Together Computer in March 2023 under the Apache-2.0 This model allows developers to have more control over the chatbot’s behavior and tailor it to their specific applications.

Chatbots 98

Chatbots APIs Engineering Enterprise 98

AWS Machine Learning

MARCH 6, 2025

Here are some examples of these metrics: Retrieval component Context precision Evaluates whether all of the ground-truth relevant items present in the contexts are ranked higher or not. Evaluate RAG components with Foundation models We can also use a Foundation Model as a judge to compute various metrics for both retrieval and generation.

Metrics 117

Metrics Enterprise APIs Engineering 117

AWS Machine Learning

DECEMBER 6, 2023

Enterprises turn to Retrieval Augmented Generation (RAG) as a mainstream approach to building Q&A chatbots. In this post, we discuss a Q&A bot use case that Q4 has implemented, the challenges that numerical and structured datasets presented, and how Q4 concluded that using SQL may be a viable solution.

Chatbots 125

Chatbots APIs Engineering CRM 125

AWS Machine Learning

FEBRUARY 18, 2025

During these live events, F1 IT engineers must triage critical issues across its services, such as network degradation to one of its APIs. This impacts downstream services that consume data from the API, including products such as F1 TV, which offer live and on-demand coverage of every race as well as real-time telemetry.

APIs 69

APIs Engineering Metrics Big data 69

AWS Machine Learning

NOVEMBER 19, 2024

As attendees circulate through the GAIZ, subject matter experts and Generative AI Innovation Center strategists will be on-hand to share insights, answer questions, present customer stories from an extensive catalog of reference demos, and provide personalized guidance for moving generative AI applications into production.

APIs 106

APIs Enterprise Best practices Government 106

AWS Machine Learning

OCTOBER 1, 2024

Specifically, we focus on chatbots. Chatbots are no longer a niche technology. Although AI chatbots have been around for years, recent advances of large language models (LLMs) like generative AI have enabled more natural conversations. We also provide a sample chatbot application. We discuss this later in the post.

Chatbots 91

Chatbots APIs Scripts Management 91

AWS Machine Learning

FEBRUARY 14, 2023

When the user signs in to an Amazon Lex chatbot, user context information can be derived from Amazon Cognito. The Amazon Lex chatbot can be integrated into Amazon Kendra using a direct integration or via an AWS Lambda function. The use of the AWS Lambda function will provide you with fine-grained control of the Amazon Kendra API calls.

Chatbots 98

Chatbots APIs Construction Education 98

AWS Machine Learning

NOVEMBER 15, 2024

A chatbot enables field engineers to quickly access relevant information, troubleshoot issues more effectively, and share knowledge across the organization. An alternative approach to routing is to use the native tool use capability (also known as function calling) available within the Bedrock Converse API.

APIs 117

APIs Engineering Chatbots Construction 117

JivoChat

APRIL 23, 2023

Chatbots have become a success around the world, and nowadays are used by 58% of B2B companies and 42% of B2C companies. In 2022 at least 88% of users had one conversation with chatbots. There are many reasons for that, a chatbot is able to simulate human interaction and provide customer service 24h a day. What Is a Chatbot?

Chatbots 75

Chatbots B2C Self service B2B 75

TechSee

FEBRUARY 16, 2023

Everyone here at TechSee is excited about the launch of our brand new “Open Integration Platform,” a full API platform that puts the visual customer experience front and center. Now with the open API, any potential integration becomes available to the more than 1000 businesses globally that have deployed TechSee’s technology.

Technology 109

Technology APIs Customer Experience CRM 109

AWS Machine Learning

NOVEMBER 22, 2023

In this post, we explore building a contextual chatbot for financial services organizations using a RAG architecture with the Llama 2 foundation model and the Hugging Face GPTJ-6B-FP16 embeddings model, both available in SageMaker JumpStart. Through this training, LLMs acquire and store factual knowledge. Lewis et al.

Engineering 124

Engineering Chatbots Benchmark APIs 124

Livepro

JULY 6, 2017

The Logan City Council (LCC) team recently invited our CEO Brad Shaw and Account Director Dave Callaghan to their offices to showcase the work that they have been doing with livepro Web-Answers and how they are using chatbots with livepro. The enthusiasm with which they presented their customer focused technology roadmap was contagious.

Chatbots 63

Chatbots Self service APIs Accountability 63

AWS Machine Learning

FEBRUARY 10, 2025

Traditional chatbots are limited to preprogrammed responses to expected customer queries, but AI agents can engage with customers using natural language, offer personalized assistance, and resolve queries more efficiently. You can deploy or fine-tune models through an intuitive UI or APIs, providing flexibility for all skill levels.

Enterprise 114

Enterprise Engineering APIs Chatbots 114

AWS Machine Learning

SEPTEMBER 13, 2024

The application generates SQL queries based on the user’s input, runs them against an Athena database containing CUR data, and presents the results in a user-friendly format. An AWS compute environment created to host the code and call the Amazon Bedrock APIs. Athena is configured to access and query the CUR data stored in Amazon S3.

APIs 101

APIs Chatbots Best practices Management 101

AWS Machine Learning

AUGUST 2, 2024

To overcome this limitation and provide dynamism and adaptability to knowledge base changes, we decided to follow a Retrieval Augmented Generation (RAG) approach, in which the LLMs are presented with relevant information extracted from external data sources to provide up-to-date data without the need to retrain the models.

APIs 126

APIs Analytics Chatbots Engineering 126

AWS Machine Learning

FEBRUARY 6, 2023

In the second part of this series, we describe how to use the Amazon Lex chatbot UI with Talkdesk CX Cloud to allow customers to transition from a chatbot conversation to a live agent within the same chat window. The connector was built by using the Amazon Lex Model Building API with the AWS SDK for Java 2.x.

Cloud contact 96

Cloud contact Self service Contact Center Virtual Agent 96

AWS Machine Learning

MAY 14, 2024

We present the solution and provide an example by simulating a case where the tier one AWS experts are notified to help customers using a chat-bot. You can build such chatbots following the same process. You can easily build such chatbots following the same process. This is an offline process that is part of the RLHF.

Chatbots 120

Chatbots Feedback Engineering Entertainment 120

AWS Machine Learning

MAY 1, 2024

Deploy the model via Amazon Bedrock For production use, especially if you’re considering providing access to dozens or even thousands of employees by embedding the model into an application, you can deploy the models as API endpoints. Use the model You can access your fine-tuned LLM through the Amazon Bedrock console, API, CLI, or SDKs.

APIs 133

APIs SaaS Accountability Chatbots 133

AWS Machine Learning

JULY 2, 2024

Here are a few examples and use cases across different domains: A company uses a chatbot to help HR personnel navigate employee files. There is sensitive information present in the documents and only certain employees should be able to have access and converse with them. import boto3 import json bedrock_agent = boto3.client('bedrock-agent-runtime')

Healthcare 131

Healthcare APIs Government Accountability 131

Babelforce

FEBRUARY 8, 2023

Voicebot and Chatbot. But when you scratch below the surface, you’ll find that many voicebot definitions sound just like the chatbot definition you already have open in another tab (and vice versa). In this article: Voicebot vs. Chatbot – how different are they? What are Voicebots and Chatbots used for?

Chatbots 52

Chatbots Interactive Voice Response Average Handle Time APIs 52

AWS Machine Learning

JULY 5, 2023

This service can be used by chatbots, audio books, and other text-to-speech applications in conjunction with other AWS AI or machine learning (ML) services. For example, Amazon Lex and Amazon Polly can be combined to create a chatbot that engages in a two-way conversation with a user and performs certain tasks based on the user’s commands.

APIs 96

APIs Education Chatbots Accountability 96

AWS Machine Learning

JULY 17, 2024

In this post, we’re using the APIs for AWS Support , AWS Trusted Advisor , and AWS Health to programmatically access the support datasets and use the Amazon Q Business native Amazon Simple Storage Service (Amazon S3) connector to index support data and provide a prebuilt chatbot web experience. AWS IAM Identity Center as the SAML 2.0-compliant

Scripts 125

Scripts APIs Enterprise Accountability 125

AWS Machine Learning

SEPTEMBER 14, 2023

This means that controlling access to the chatbot is crucial to prevent unintended access to sensitive information. Amazon API Gateway hosts a REST API with various endpoints to handle user requests that are authenticated using Amazon Cognito. Amazon API Gateway 1M REST API Calls 3.5 2xlarge 676.8

APIs 122

APIs Healthcare Scripts Engineering 122

AWS Machine Learning

DECEMBER 13, 2024

The solution architecture is presented in the following diagram. It evaluates each user query to determine the appropriate course of action, whether refusing to answer off-topic queries, tapping into the LLM, or invoking APIs and data sources such as the vector database. Agentic workflow The agent acts as an intelligent dispatcher.

Sales 103

Sales Advertising Engineering APIs 103

Pointillist

FEBRUARY 19, 2018

Most leading SaaS platforms have APIs and consider 3rd-party integrations to be a critical component of their value proposition. The world would be a beautiful place if all touchpoint data was available through APIs. Here’s how AI applications are giving customer service a makeover: Chatbots. Business Context.

Customer Experience 111

Customer Experience Analytics APIs B2B 111

AWS Machine Learning

DECEMBER 6, 2023

Another driver behind RAG’s popularity is its ease of implementation and the existence of mature vector search solutions, such as those offered by Amazon Kendra (see Amazon Kendra launches Retrieval API ) and Amazon OpenSearch Service (see k-Nearest Neighbor (k-NN) search in Amazon OpenSearch Service ), among others.

Analytics 125

Analytics APIs Engineering Construction 125

AWS Machine Learning

JANUARY 5, 2024

Wipro has used the input filter and join functionality of SageMaker batch transformation API. The response is returned to Lambda and sent back to the application through API Gateway. Evaluate payload – If there is incremental data or payload present for the current run, it invokes the monitoring branch.

Management 132

Management APIs Engineering Government 132

SharpenCX

JUNE 20, 2022

Utilizing chatbots, auto attendants, and self-serve features is important, but it’s just a starting point. Early chatbots and auto attendants were primarily well-designed databases that pulled information to expedite responses, increase call defection, and reduce the workload for CSRs. The Benefits of Agentless Automation.

Call Center 76

Call Center APIs Chatbots Self service 76

AWS Machine Learning

MAY 25, 2023

Amazon Lex provides the framework for building AI based chatbots. We implement the RAG functionality inside an AWS Lambda function with Amazon API Gateway to handle routing all requests to the Lambda. The Streamlit application invokes the API Gateway endpoint REST API. The API Gateway invokes the Lambda function.

APIs 98

APIs Enterprise Accountability Chatbots 98