Artificial Intelligence Capabilities Are Quickly Becoming Essential for Customer Experience Initiatives

AI Is Producing Improved Effectiveness and Efficiency in Both Customer-Facing and Back-Office CX Systems Across a Range of Industries and Use Cases

Artificial intelligence (AI) has become nearly ubiquitous across a range of industries and use cases. The customer experience (CX) discipline is no different, according to a new report from Dash Research; AI is being used across both customer-facing functions and in back-office systems and processes. This AI functionality is being integrated or incorporated into CX platforms and applications, with low- or no-code interfaces that allow CX, marketing, and sales professionals with little data science or computer coding experience to manipulate data and tune algorithms to support several different functions.

According to Dash Research principal analyst Keith Kirkpatrick, the use of AI within CX can be classified under five broad categories: intelligent insights, predictions, preferences, recommendations, and automation. “Each step in the AI/CX continuum represents a progression of AI maturity and sophistication,” says Kirkpatrick. “As AI maturity increases, so does the required depth of integration of data sources within an organization, which can encompass customer and account data, product and service data, billing and fulfillment data, and service interaction data.”

Dash Research analysis indicates that there are four key market drivers spurring the adoption and use of AI within CX initiatives:

  1. Increasing demand for customer-facing automation and assistants
  2. Higher demand for backend automation and intelligent analysis
  3. Growing appetite for data-led insights and customer journeys
  4. More value seen with deeper customer engagement

However, while AI is becoming part of the very fabric of CX platforms, like any technology or approach, there are technical and operational barriers to complete market adoption. Dash Research finds that the key remaining market development barriers include:

  1. Limited scope or quality of data
  2. Lack of alignment between CX challenges and AI solutions
  3. Limited data governance policies and privacy concerns
  4. Regulatory issues

Dash Research’s report, “Artificial Intelligence for CX Applications”, focuses on the market drivers and barriers surrounding the adoption and use of AI in CX platforms, applications, and programs, the general use case categories for AI, and several representative case studies detailing the use of AI to improve CX. The report also details current AI regulations, which generally focus on the proper collection and use of personal information. An Executive Summary of the report is available for free download on the firm’s website.

About Dash Research

Dash Research, the market intelligence arm of Dash Network, provides in-depth research and insights on the worldwide CX market including a comprehensive assessment of technology solutions, business issues, market drivers, and end-user dynamics across industry sectors. Dash Research’s global market coverage combines qualitative and quantitative research methodologies to provide a complete view of emerging business opportunities surrounding contact center technologies, customer data & analytics, customer data platforms, customer insights & feedback, customer relationship management, personalization & optimization, and employee experience. For more information, visit www.dashresearch.com or call +1.720.603.1700.

Author Information

Keith Kirkpatrick is VP & Research Director, Enterprise Software & Digital Workflows for The Futurum Group. Keith has over 25 years of experience in research, marketing, and consulting-based fields.

He has authored in-depth reports and market forecast studies covering artificial intelligence, biometrics, data analytics, robotics, high performance computing, and quantum computing, with a specific focus on the use of these technologies within large enterprise organizations and SMBs. He has also established strong working relationships with the international technology vendor community and is a frequent speaker at industry conferences and events.

In his career as a financial and technology journalist he has written for national and trade publications, including BusinessWeek, CNBC.com, Investment Dealers’ Digest, The Red Herring, The Communications of the ACM, and Mobile Computing & Communications, among others.

He is a member of the Association of Independent Information Professionals (AIIP).

Keith holds dual Bachelor of Arts degrees in Magazine Journalism and Sociology from Syracuse University.

Latest Insights:
Google Cloud Marketplace Can It Become Gemini's Front Door to the Enterprise
October 23, 2026
Article
Article

Google Cloud Marketplace: Can It Become Gemini’s Front Door to the Enterprise?

Alex Smith, Analyst at The Futurum Group, shares insights on how Google Cloud Marketplace is becoming the commercial engine for Gemini, industry agents, and agentic ISV solutions....
IBM Q3 FY 2026 Software Growth and Deal Recovery Lift Execution
October 23, 2026
Article
Article

IBM Q3 FY 2026: Software Growth and Deal Recovery Lift Execution

Futurum Research examines IBM’s Q3 FY 2026 earnings, including software execution, infrastructure deal recovery, sovereign AI demand, and consulting delivery efficiency....
SAP Q3 FY 2026 AI and Data Integration Expand Cloud Adoption
October 23, 2026
Article
Article

SAP Q3 FY 2026: AI and Data Integration Expand Cloud Adoption

Futurum Research analyzes SAP’s Q3 FY 2026 earnings, examining AI-led cloud migration, enterprise data integration, and the shift toward adoption-based economics....
WEKA and Smartbird End the Sovereignty-Performance Tradeoff
October 23, 2026
Article
Article

WEKA and Smartbird End the Sovereignty-Performance Tradeoff

WEKA and Smartbird announced a strategic partnership to deliver sovereign managed AI infrastructure for regulated enterprises in government, healthcare, and financial services, combining NeuralMesh software with dedicated clusters....
Latest Research:
The Storage Squeeze How Smart Organizations Are Funding Their AI Future
October 20, 2026

The Storage Squeeze: How Smart Organizations Are Funding Their AI Future

In our latest Thought Leadership Brief, The Storage Squeeze: How Smart Organizations Are Funding Their AI Future, completed in partnership with CTERA, Futurum Research examines how unmanaged data growth drains...
Closing the Enterprise Context Gap
October 16, 2026

Closing the Enterprise Context Gap

In our latest thought leadership brief, Closing the Enterprise Context Gap, completed in partnership with Teradata, Futurum Research examines why autonomous AI agents stall before reaching production and outlines the...
Delegating Outcomes: How a Universal Agent Changes the Way Enterprises Work
October 15, 2026

Delegating Outcomes: How a Universal Agent Changes the Way Enterprises Work

In our latest thought leadership brief, Delegating Outcomes: How a Universal Agent Changes the Way Enterprises Work, completed in partnership with Google Cloud, Futurum Research examines why first-generation agent programs...

Book a Demo

Welcome

The vision behind everything in Futurum’s Custom Research practice is this: research should show you what is happening, what comes next, and what to do about it. It should be personal to each audience, easy for people to grasp, and structured so LLMs can reason over it accurately. And it should be fast and turnkey; you want answers now, not another project to carry for quarters.

Whether you are defining business, channel, or go-to-market strategy; evaluating vendors or justifying ROI; or commissioning research to fill an emerging market need, we have your back, with a program that answers your questions with the objectivity and credibility to drive real decisions.

To do it, we bring unmatched data to bear: Futurum research, surveys, and market projections; validated market feeds; ETR’s 15 years of insight from 10,000 technology decision-makers; G2’s buyer and user data; and what our analysts hear every day. Add leading primary collection, from AI-moderated voice interviews to surveys and analyst-led interviews, all turnkey, and every project comes out credible, nuanced, and actionable.

And we don’t just drop the results in your lap. For internal work, we provide analyst-led sessions, interactive dashboards, and a range of formats. For market-facing work, Futurum delivers turnkey activation and amplification that actually gets seen, by people and by LLMs, through our media and share of voice. This is research that moves decisions and markets.

We will meet you wherever you are, from a fast-turn brief to a multi-year program, and shape the work to your goals, timeline, and budget. The right program for your moment.

If any of this is useful, I would love to talk.

Benjamin Brown, VP Custom Research, Futurum Research

Benjamin Brown

VP, Custom Research · The Futurum Group

Newsletter Sign-up Form

Get important insights straight to your inbox, receive first looks at eBooks, exclusive event invitations, custom content, and more. We promise not to spam you or sell your name to anyone. You can always unsubscribe at any time.

All fields are required






Thank you, we received your request, a member of our team will be in contact with you.