AI Solutions
AI Solutions
AI for Work

Search across silos. Automate workflows. Orchestrate AI agents. Govern with confidence.

learn more
features
Enterprise SearchIntelligent OrchestratorPre-Built AI AgentsAdmin ControlsAI Agent Builder
Departments
SalesMarketingEngineeringLegalFinance
PRE-BUILT accelerators
HRITRecruiting
AI for Service

Leverage Agentic capabilities to empower customers and create personalized experiences.

learn more
features
AI agentsAgent AI AssistanceAgentic Contact CenterQuality AssuranceProactive Outreach
PRE-BUILT accelerators
RetailBankingHealthcare
AI for Process

Streamline knowledge-intensive business processes with autonomous AI agents.

learn more
features
Process AutomationAI Analytics + MonitoringPre-built Process Templates
Use Cases
Zero-Touch IT Operations Management
Top Resources
Scaling AI: practical insights
from AI leaders
AI use cases: insights from AI's leading decision makers
Beyond AI islands: how to fully build an enterwise-wide AI workforce
QUICK LINKS
About Kore.aiCustomer StoriesPartnersResourcesBlogWhitepapersDocumentationAnalyst RecognitionGet supportCommunityAcademyCareersContact Us
Agent Platform
Agent Platform
Agent Platform

Your strategic enabler for enterprise AI transformation.

learn more
FEATURES
Multi-Agent Orchestration
AI Engineering Tools
Search + Data AI
AI Security + Governance
No-Code + Pro-Code Tools
Integrations
GET STARTED
AI for WorkAI for ServiceAI for ProcessAgent Marketplace
LEARN + DISCOVER
About Kore.aiCustomer StoriesPartnersResource HubBlogWhitepapersAI Research ReportsNewsroomAnalyst RecognitionDocumentationGet supportAcademy
GET INVOLVED
AI PulseEventsCommunityCareersContact Us
upcoming event

CCW Berlin brings together international experts, visionary speakers, and leading companies to explore the future of customer experience, AI, and digital transformation in a dynamic blend of congress and exhibition

Berlin
4 Feb
register
Recent AI Insights
The AI productivity paradox: why employees are moving faster than enterprises
The AI productivity paradox: why employees are moving faster than enterprises
AI INSIGHT
12 Jan 2026
The Decline of AI Agents and Rise of Agentic Workflows
The Decline of AI Agents and Rise of Agentic Workflows
AI INSIGHT
01 Dec 2025
AI agents and tools: Empowering intelligent systems for real world impact
AI agents and tools: Empowering intelligent systems for real world impact
AI INSIGHT
12 Nov 2025
Agent Marketplace
More
More
Resources
Resource Hub
Blog
Whitepapers
Webinars
AI Research Reports
AI Glossary
Videos
AI Pulse
Generative AI 101
Responsive AI Framework
CXO Toolkit
support
Documentation
Get support
Submit RFP
Academy
Community
COMPANY
About us
Leadership
Customer Stories
Partners
Analyst Recognition
Newsroom
Events
Careers
Contact us
Agentic AI Guides
forrester cx wave 2024 Kore at top
Kore.ai named a leader in The Forrester Wave™: Conversational AI for Customer Service, Q2 2024
Generative AI 101
CXO AI toolkit for enterprise AI success
upcoming event

CCW Berlin brings together international experts, visionary speakers, and leading companies to explore the future of customer experience, AI, and digital transformation in a dynamic blend of congress and exhibition

Berlin
4 Feb
register
Talk to an expert
Not sure which product is right for you or have questions? Schedule a call with our experts.
Request a Demo
Double click on what's possible with Kore.ai
Sign in
Get in touch
Background Image 1
Blog
Conversational AI
How Large Language Models Grow Contact Center Value with AI

How Large Language Models Grow Contact Center Value with AI

Published Date:
July 14, 2023
Last Updated ON:
November 14, 2025

How can large language models (LLMs) be used to enhance the contact center agent experience and improve customer service? Automating customer conversations with empathetic responses can help businesses provide a more personalized experience that increases customer satisfaction and improves brand loyalty. It can also help businesses reduce agent workload, lower operational costs, and improve overall efficiency in the contact center.

Today we’re going step by step through a use case example of how LLMs can be used to enhance the contact center agent experience. We’ll provide a visual demonstration of how LLMs can automate conversations with customers, provide empathetic responses and allow quick access to frequently asked questions in the contact center. This example illustrates how LLMs (Language Model Models) can help businesses streamline the customer service process and enhance the overall customer experience. 
In this scenario, I am going to be playing the role of a contact center agent with a sample conversation of someone coming into the queue with a question.

How LLMs can Automate Conversations with Customers

Large language models can automate conversations with customers by generating welcome responses and pulling up dialog tasks that can be run side-by-side with the agent's desktop. This can streamline the entire flow from start to finish, making the process more efficient for both the agent and the customer.

Once the chat is initiated, the intelligent virtual assistant (IVA) will generate an appropriate welcome response to the customer. In this example, we see that the customer wants to change their payment due date.

Automatically, the IVA is able to pull up the dialog task and run it alongside the agent. This whole section of the conversation can be automated — this entire workflow — from start-to-finish if the LLM and virtual assistant are set up properly with a dialog task built for this. The customer responds: ‘Things pile up and I can't get to this during the month. Can you change it to five?’ This means that the customer seems to have a lot going on, so we want to provide an empathetic response.            

Providing responses with empathy for the customer

LLMs can also provide empathetic responses to customers, helping to elevate the conversational customer experience. By understanding the customer’s needs and providing a human-like response, using LLMs, the intelligent virtual assistant can make customers feel heard and valued.

So we respond that ‘We understand that it’s difficult to manage these payments’. We are able to provide that empathy so that we can provide the next level of conversational customer experience. The next step is to finish out this flow and finish helping the user.

Using the knowledge base FAQ

Using the LLM, the intelligent virtual assistant is able to answer additional questions. Being connected to the company's knowledge base, the IVA is able to efficiently find the right Frequently Asked Questions (FAQ) and provide an accurate response right back to the user.

Not only are you driving agent efficiency and agent experience, but you’re also developing the next level of customer experience as well.

Ending the conversation with the customer

With the main requests fulfilled, we can ask and see if there is anything else that we can help the customer with. Once the conversation is over, we can see that the customer doesn’t need anything else, so we’re going to end the conversation.

Automating the call summary report for the CRM

The ‘wrap-up notes’ are summarized so you can save it in a Customer Relationship Management (CRM) program. By doing this, we are driving massive efficiency through the contact center, and really elevating both the agent and customer experience.

The business value of Large Language Models

LLMs are a valuable tool for businesses to automate their customer service process and provide a better customer experience while also driving efficiency in their contact centers. By providing empathetic responses, quick access to information, and streamlining the entire process, LLMs can help businesses keep up with the demands of their customers and stay ahead of the competition. 

The Kore.ai XO Platform empowers businesses to build advanced virtual assistants that generate natural responses with minimal development efforts. By harnessing the power of Large Language Models (LLMs) and Generative AI technologies, the platform assists in every step of Intelligent Virtual Assistant (IVA) development, thereby reducing operational efforts and achieving results in a shorter time.

Ready to achieve a faster time-to-market?

Try Kore.ai today
Share
Link copied
authors
Madhuluck Kumar
Madhuluck Kumar
Forrester logo at display.
Kore.ai named a leader in the Forrester Wave™ Cognitive Search Platforms, Q4 2025
Access Report
Gartner logo in display.
Kore.ai named a leader in the Gartner® Magic Quadrant™ for Conversational AI Platforms, 2025
Access Report
Stay in touch with the pace of the AI industry with the latest resources from Kore.ai

Get updates when new insights, blogs, and other resources are published, directly in your inbox.

Subscribe
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.

Recent Blogs

View all
 How AI in the workplace is rewriting enterprise culture
February 2, 2026
How AI in the workplace is rewriting enterprise culture
AI in the Workplace: What’s Actually Working in 2026 | Kore.ai
January 30, 2026
AI in the Workplace: What’s Actually Working in 2026 | Kore.ai
Agentic AI in Retail: Transforming Customer Experience & Operations 
January 23, 2026
Agentic AI in Retail: Transforming Customer Experience & Operations 
Start using an AI agent today

Browse and deploy our pre-built templates

Marketplace
Reimagine your business

Find out how Kore.ai can help you today.

Talk to an expert
Background Image 4
Background Image 9
You are now leaving Kore.ai’s website.

‍

Kore.ai does not endorse, has not verified, and is not responsible for, any content, views, products, services, or policies of any third-party websites, or for any verification or updates of such websites. Third-party websites may also include "forward-looking statements" which are inherently subject to risks and uncertainties, some of which cannot be predicted or quantified. Actual results could differ materially from those indicated in such forward-looking statements.



Click ‘Continue’ to acknowledge the above and leave Kore.ai’s website. If you don’t want to leave Kore.ai’s website, simply click ‘Back’.

CONTINUEGO BACK
Reimagine your enterprise with Kore.ai
English
Spanish
Spanish
Spanish
Spanish
Get Started
AI for WorkAI for ServiceAI for ProcessAgent Marketplace
Kore.ai agent platform
Platform OverviewMulti-Agent OrchestrationAI Engineering ToolsSearch and Data AIAI Security and GovernanceNo-Code and Pro-Code ToolsIntegrations
ACCELERATORS
BankingHealthcareRetailRecruitingHRIT
company
About Kore.aiLeadershipCustomer StoriesPartnersAnalyst RecognitionNewsroom
resources
DocumentationBlogWhitepapersWebinarsAI Research ReportsAI GlossaryVideosGenerative AI 101Responsive AI frameworkCXO Toolkit
GET INVOLVED
EventsSupportAcademyCommunityCareers

Let’s work together

Get answers and a customized quote for your projects

Submit RFP
Follow us on
© 2026 Kore.ai Inc. All trademarks are property of their respective owners.
Privacy PolicyTerms of ServiceAcceptable Use PolicyCookie PolicyIntellectual Property Rights
|
×