AWS Machine Learning

MAY 1, 2024

Numerous customers face challenges in managing diverse data sources and seek a chatbot solution capable of orchestrating these sources to offer comprehensive answers. This post presents a solution for developing a chatbot capable of answering queries from both documentation and databases, with straightforward deployment.

Chatbots 131

Chatbots APIs Engineering Automotive 131

AWS Machine Learning

JANUARY 14, 2025

Chatbot application On a second EC2 instance (C5 family), deploy the following two components: a backend service responsible for ingesting prompts and proxying the requests back to the LLM running on the Outpost, and a simple React application that allows users to prompt a local generative AI chatbot with questions.

APIs 108

APIs Chatbots Enterprise Healthcare 108

AWS Machine Learning

MARCH 1, 2024

Some examples include a customer calling to check on the status of an order and receiving an update from a bot, or a customer needing to submit a renewal for a license and the chatbot collecting the necessary information, which it hands over to an agent for processing.

Chatbots 128

Chatbots APIs Self service Contact Center 128

AWS Machine Learning

MARCH 19, 2025

They arent just building another chatbot; they are reimagining healthcare delivery at scale. They use a highly optimized inference stack built with NVIDIA TensorRT-LLM and NVIDIA Triton Inference Server to serve both their search application and pplx-api, their public API service that gives developers access to their proprietary models.

Healthcare 144

Healthcare Enterprise APIs Transportation 144

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 122

Cloud contact Contact Center Chatbots APIs 122

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 106

APIs Chatbots Construction Engineering 106

Netomi

SEPTEMBER 20, 2021

Chatbots are used by 1.4 Companies are launching their best AI chatbots to carry on 1:1 conversations with customers and employees. AI powered chatbots are also capable of automating various tasks, including sales and marketing, customer service, and administrative and operational tasks. What is an AI chatbot?

Chatbots 126

Chatbots APIs Surveys Analytics 126

AWS Machine Learning

FEBRUARY 5, 2025

Some links for security best practices are shared below but we strongly recommend reaching out to your account team for detailed guidance and to discuss the appropriate security architecture needed for a secure and compliant deployment. model API exposed by SageMaker JumpStart properly. What is Nemo Guardrails? The Llama 3.1

Chatbots 112

Chatbots Construction Best practices Government 112

AWS Machine Learning

AUGUST 15, 2024

In this post, we discuss how to use QnABot on AWS to deploy a fully functional chatbot integrated with other AWS services, and delight your customers with human agent like conversational experiences. After authentication, Amazon API Gateway and Amazon S3 deliver the contents of the Content Designer UI.

Chatbots 127

Chatbots Banking APIs Enterprise 127

Inbenta

JULY 3, 2020

However, WhatsApp users can now communicate with a company chatbot through the chat interface as they would talk to a real person. WhatsApp Business also has additional features to differentiate it from an individual account and aimed at facilitating business-to-customer communication. WhatsApp Business chatbots.

Chatbots 98

Chatbots APIs Wait times CRM 98

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 93

Chatbots APIs Construction Best practices 93

AWS Machine Learning

MAY 30, 2024

Amazon Bedrock is a fully managed service that makes FMs from leading AI startups and Amazon available via an API, so one can choose from a wide range of FMs to find the model that is best suited for their use case. Data store Vitech’s product documentation is largely available in.pdf format, making it the standard format used by VitechIQ.

Chatbots 131

Chatbots Engineering APIs Technology 131

AWS Machine Learning

FEBRUARY 14, 2024

Amazon Bedrock offers a choice of high-performing foundation models from leading AI companies, including AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon, via a single API. First, the user logs in to the chatbot application, which is hosted behind an Application Load Balancer and authenticated using Amazon Cognito.

Engineering 141

Engineering Chatbots Accountability Enterprise 141

AWS Machine Learning

APRIL 10, 2025

Fine-tune an Amazon Nova model using the Amazon Bedrock API In this section, we provide detailed walkthroughs on fine-tuning and hosting customized Amazon Nova models using Amazon Bedrock. We first provided a detailed walkthrough on how to fine-tune, host, and conduct inference with customized Amazon Nova through the Amazon Bedrock API.

APIs 125

APIs Metrics Best practices Construction 125

Comm100

OCTOBER 19, 2022

Chatbots are quickly becoming a long-term solution for customer service across all industries. A good chatbot will deliver exceptional value to your customers during their buying journey. But you can only deliver that positive value by making sure your chatbot features offer the best possible customer experience.

Chatbots 98

Chatbots APIs Analytics Upselling 98

Inbenta

AUGUST 10, 2021

What does metabot mean in chatbot applications? Metabot example in chatbots. Inbenta’s chatbot module: your go-to metabot. But what is a metabot in chatbot applications? Chatbots are frequently really good at handling one type of request, usually, Q&A flows. Metabot example in chatbots.

Chatbots 93

Chatbots Banking Accountability APIs 93

AWS Machine Learning

MARCH 6, 2025

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, Stability AI, and Amazon via a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Metrics 119

Metrics Enterprise APIs Engineering 119

AWS Machine Learning

JULY 10, 2024

You can use the Prompt Management and Flows features graphically on the Amazon Bedrock console or Amazon Bedrock Studio, or programmatically through the Amazon Bedrock SDK APIs. Alternatively, you can use the CreateFlow API for a programmatic creation of flows that help you automate processes and development pipelines.

Management 133

Management APIs Chatbots Best practices 133

AWS Machine Learning

DECEMBER 6, 2023

Enterprises turn to Retrieval Augmented Generation (RAG) as a mainstream approach to building Q&A chatbots. The end goal was to create a chatbot that would seamlessly integrate publicly available data, along with proprietary customer-specific Q4 data, while maintaining the highest level of security and data privacy.

Chatbots 127

Chatbots APIs Engineering CRM 127

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 118

APIs Engineering Chatbots Construction 118

AWS Machine Learning

SEPTEMBER 26, 2024

This post shows how aerospace customers can use AWS generative AI and ML-based services to address this document-based knowledge use case, using a Q&A chatbot to provide expert-level guidance to technical staff based on large libraries of technical documents. Sign in to the Amazon Q console.

APIs 119

APIs Chatbots Engineering Accountability 119

AWS Machine Learning

NOVEMBER 19, 2024

Learn how they created specialized agents for different tasks like account management, repos, pipeline management, and more to help their developers go faster. First, hear an overview of identity-aware APIs, and then learn how to configure an identity provider as a trusted token issuer.

APIs 108

APIs Enterprise Best practices Government 108

AWS Machine Learning

AUGUST 7, 2024

AI chatbots and virtual assistants have become increasingly popular in recent years thanks the breakthroughs of large language models (LLMs). Most common use cases for chatbot assistants focus on a few key areas, including enhancing customer experiences, boosting employee productivity and creativity, or optimizing business processes.

APIs 135

APIs Chatbots Metrics Education 135

AWS Machine Learning

MAY 16, 2023

This demonstration provides an open-source foundation model chatbot for use within your application. GPT-NeoXT-Chat-Base-20B is designed for use in chatbot applications and may not perform well for other use cases outside of its intended scope. In addition to the aforementioned fine-tuning, GPT-NeoXT-Chat-Base-20B-v0.16

Chatbots 98

Chatbots Scripts APIs Feedback 98

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

AWS Machine Learning

MARCH 1, 2024

For example, if you have want to build a chatbot for an ecommerce website to handle customer queries such as the return policy or details of the product, using hybrid search will be most suitable. Contextual-based chatbots – Conversations can rapidly change direction and cover unpredictable topics.

APIs 138

APIs Finance Chatbots Enterprise 138

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. Lewis et al. The following diagram shows the conceptual flow of using RAG with LLMs.

Engineering 126

Engineering Chatbots Benchmark APIs 126

AWS Machine Learning

APRIL 30, 2025

ENGIEs One Data team partnered with AWS Professional Services to develop an AI-powered chatbot that enables natural language conversation search within ENGIEs Common Data Hub data lake, over 3 petabytes of data. This allowed them to quickly move their API-based backend services to a cloud-native environment.

Government 54

Government Engineering Enterprise APIs 54

AWS Machine Learning

FEBRUARY 6, 2024

Conversational AI (or chatbots) can help triage some of these common IT problems and create a ticket for the tasks when human assistance is needed. Chatbots quickly resolve common business issues, improve employee experiences, and free up agents’ time to handle more complex problems.

Chatbots 135

Chatbots APIs Self service Banking 135

AWS Machine Learning

MARCH 18, 2025

Prerequisites To create this solution, complete the following prerequisites: Sign up for an AWS account if you dont already have one. Solution overview This solution is primarily based on the following services: Foundational model We use Anthropics Claude 3.5 Sonnet on Amazon Bedrock as our LLM to generate SQL queries for user inputs.

Enterprise 110

Enterprise Chatbots Engineering Metrics 110

AWS Machine Learning

SEPTEMBER 1, 2023

Now you can continuously stream inference responses back to the client when using SageMaker real-time inference to help you build interactive experiences for generative AI applications such as chatbots, virtual assistants, and music generators. For details, refer to Creating an AWS account.

APIs 122

APIs Chatbots Engineering Best practices 122

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. Test the solution through chat.

Scripts 127

Scripts APIs Enterprise Accountability 127

AWS Machine Learning

NOVEMBER 10, 2023

LLMs are capable of a variety of tasks, such as generating creative content, answering inquiries via chatbots, generating code, and more. Addressing privacy Amazon Comprehend already addresses privacy through its existing PII detection and redaction abilities via the DetectPIIEntities and ContainsPIIEntities APIs.

APIs 128

APIs Chatbots Analytics Personalization 128

AWS Machine Learning

JUNE 8, 2022

Chatbots and virtual assistants have transformed the customer experience from a point-and-click or a drag-and-drop experience to one that is driven by voice or text. In this post, we guide you through the steps required to configure an Amazon Lex V2 chatbot, connect it to Uneeq’s digital human, and manage a conversation. AWS Lambda.

APIs 101

APIs Telecommunications Chatbots Accountability 101

TechSee

JUNE 9, 2022

In the quest to create choices for customers, organizations have deployed technologies from chatbots, mobile apps and social media to IVR and ACD. For example, a customer’s smart vacuum won’t start, so they initiate a chatbot session on the manufacturer’s website. AR annotations overlay instructions on how to reset the device.

Customer Experience 145

Customer Experience Self service Interactive Voice Response Technical Support 145

AWS Machine Learning

SEPTEMBER 17, 2024

This enables a RAG scenario with Amazon Bedrock by enriching the generative AI prompt using Amazon Bedrock APIs with your company-specific data retrieved from the OpenSearch Serverless vector database. The chatbot application container is built using Streamli t and fronted by an AWS Application Load Balancer (ALB).

APIs 96

APIs Chatbots Management Accountability 96

Inbenta

SEPTEMBER 4, 2018

Inbenta has extensive experience deploying intelligent, conversational chatbots throughout large enterprises. After a more recent in-depth review, we’ve outlined the following best practices for securely deployed your AI-based chatbot onto your site. Secure your access to RESTful API services. Understanding the risks.

Chatbots 58

Chatbots APIs Scripts Enterprise 58