Adoption and Implementation of AI in Customer Relationship Management

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Publisher : IGI Global
ISBN 13 : 1799879615
Total Pages : 289 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Adoption and Implementation of AI in Customer Relationship Management by : Singh, Surabhi

Download or read book Adoption and Implementation of AI in Customer Relationship Management written by Singh, Surabhi and published by IGI Global. This book was released on 2021-10-15 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: Integration of artificial intelligence (AI) into customer relationship management (CRM) automates the sales, marketing, and services in organizations. An AI-powered CRM is capable of learning from past decisions and historical patterns to score the best leads for sales. AI will also be able to predict future customer behavior. These tactics lead to better and more effective marketing strategies and increases the scope of customer services, which allow businesses to build healthier relationships with their consumer base. Adoption and Implementation of AI in Customer Relationship Management is a critical reference source that informs readers about the transformations that AI-powered CRM can bring to organizations in order to build better services that create more productive relationships. This book uses the experience of past decisions and historical patterns to discuss the ways in which AI and CRM lead to better analytics and better decisions. Discussing topics such as personalization, quality of services, and CRM in the context of diverse industries, this book is an important resource for marketers, brand managers, IT specialists, sales specialists, managers, students, researchers, professors, academicians, and stakeholders.

Artificial Intelligence for Marketing Management

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Author :
Publisher : Taylor & Francis
ISBN 13 : 1000780309
Total Pages : 213 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Artificial Intelligence for Marketing Management by : Park Thaichon

Download or read book Artificial Intelligence for Marketing Management written by Park Thaichon and published by Taylor & Francis. This book was released on 2022-11-10 with total page 213 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) has driven businesses to adopt new business practices rapidly, enhance product development and services, has helped to power AI-based market intelligence and customer insights, and improve customer relationship management. This timely book addresses the use of AI in marketing. This book also explores the dark side of AI in marketing management and discusses ethics and transparency of automated decision-making in AI applications, data privacy, cyber security issues, and biases in various facets of marketing. Emerging applications of AI such as DeepFakes which use deep learning technology could increase risks of manipulation and deception. Hence, apart from leveraging AI capabilities and advantages, the book cautions the need for prevention strategies to deal with potential issues that could arise from the adoption of AI in marketing management. This book will provide practical insights into the role of AI in marketing management. It will be a useful reference for those researching marketing and marketing professionals.

Artificial Intelligence for Customer Relationship Management

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Author :
Publisher : Springer Nature
ISBN 13 : 3030521672
Total Pages : 453 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Artificial Intelligence for Customer Relationship Management by : Boris Galitsky

Download or read book Artificial Intelligence for Customer Relationship Management written by Boris Galitsky and published by Springer Nature. This book was released on 2020-12-07 with total page 453 pages. Available in PDF, EPUB and Kindle. Book excerpt: This research monograph brings AI to the field of Customer Relationship Management (CRM) to make a customer experience with a product or service smart and enjoyable. AI is here to help customers to get a refund for a canceled flight, unfreeze a banking account or get a health test result. Today, CRM has evolved from storing and analyzing customers’ data to predicting and understanding their behavior by putting a CRM system in a customers’ shoes. Hence advanced reasoning with learning from small data, about customers’ attitudes, introspection, reading between the lines of customer communication and explainability need to come into play. Artificial Intelligence for Customer Relationship Management leverages a number of Natural Language Processing (NLP), Machine Learning (ML), simulation and reasoning techniques to enable CRM with intelligence. An effective and robust CRM needs to be able to chat with customers, providing desired information, completing their transactions and resolving their problems. It introduces a systematic means of ascertaining a customers’ frame of mind, their intents and attitudes to determine when to provide a thorough answer, a recommendation, an explanation, a proper argument, timely advice and promotion or compensation. The author employs a spectrum of ML methods, from deterministic to statistical to deep, to predict customer behavior and anticipate possible complaints, assuring customer retention efficiently. Providing a forum for the exchange of ideas in AI, this book provides a concise yet comprehensive coverage of methodologies, tools, issues, applications, and future trends for professionals, managers, and researchers in the CRM field together with AI and IT professionals.

Social Customer Relationship Management (Social-CRM) in the Era of Web 4.0

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Publisher : IGI Global
ISBN 13 : 1799895556
Total Pages : 317 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Social Customer Relationship Management (Social-CRM) in the Era of Web 4.0 by : Ammari, Nedra Bahri

Download or read book Social Customer Relationship Management (Social-CRM) in the Era of Web 4.0 written by Ammari, Nedra Bahri and published by IGI Global. This book was released on 2022-06-24 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: The advent of Web 2.0 has led to a rebalancing of power between the customer and the company through the consumer's voice about the brand and referral behavior via electronic word of mouth. Customer opinions within the virtual brand communities can have a vast impact on a company’s sales and image. It is crucial for companies to promote and use customer contributions in order to enhance their brand image, retain customers, and develop their marketing strategy. Social Customer Relationship Management (Social-CRM) in the Era of Web 4.0 provides relevant theoretical frameworks and the latest results of empirical research on the strategic role of marketing 2.0, digital customer experience, and social customer relationship management on social networks. Covering a range of topics such as disruptive marketing, artificial intelligence, and customer behavior, this reference work is ideal for marketers, IT practitioners, CRM specialists, industry professionals, researchers, scholars, practitioners, academicians, instructors, and students.

Critical Factors for Adoption of Customer Relationship Management

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Author :
Publisher : Springer Nature
ISBN 13 : 9819983215
Total Pages : 137 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Critical Factors for Adoption of Customer Relationship Management by : Omar Hasan Salah

Download or read book Critical Factors for Adoption of Customer Relationship Management written by Omar Hasan Salah and published by Springer Nature. This book was released on with total page 137 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance

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Author :
Publisher : International Monetary Fund
ISBN 13 : 1589063953
Total Pages : 35 pages
Book Rating : 4.5/5 (89 download)

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Book Synopsis Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance by : El Bachir Boukherouaa

Download or read book Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance written by El Bachir Boukherouaa and published by International Monetary Fund. This book was released on 2021-10-22 with total page 35 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper discusses the impact of the rapid adoption of artificial intelligence (AI) and machine learning (ML) in the financial sector. It highlights the benefits these technologies bring in terms of financial deepening and efficiency, while raising concerns about its potential in widening the digital divide between advanced and developing economies. The paper advances the discussion on the impact of this technology by distilling and categorizing the unique risks that it could pose to the integrity and stability of the financial system, policy challenges, and potential regulatory approaches. The evolving nature of this technology and its application in finance means that the full extent of its strengths and weaknesses is yet to be fully understood. Given the risk of unexpected pitfalls, countries will need to strengthen prudential oversight.

AI in Marketing, Sales and Service

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Author :
Publisher : Springer
ISBN 13 : 3319899570
Total Pages : 271 pages
Book Rating : 4.3/5 (198 download)

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Book Synopsis AI in Marketing, Sales and Service by : Peter Gentsch

Download or read book AI in Marketing, Sales and Service written by Peter Gentsch and published by Springer. This book was released on 2018-10-22 with total page 271 pages. Available in PDF, EPUB and Kindle. Book excerpt: AI and Algorithmics have already optimized and automated production and logistics processes. Now it is time to unleash AI on the administrative, planning and even creative procedures in marketing, sales and management. This book provides an easy-to-understand guide to assessing the value and potential of AI and Algorithmics. It systematically draws together the technologies and methods of AI with clear business scenarios on an entrepreneurial level. With interviews and case studies from those cutting edge businesses and executives who are already leading the way, this book shows you: how customer and market potential can be automatically identified and profiled; how media planning can be intelligently automated and optimized with AI and Big Data; how (chat)bots and digital assistants can make communication between companies and consumers more efficient and smarter; how you can optimize Customer Journeys based on Algorithmics and AI; and how to conduct market research in more efficient and smarter way. A decade from now, all businesses will be AI businesses – Gentsch shows you how to make sure yours makes that transition better than your competitors.

Re-imagining Diffusion and Adoption of Information Technology and Systems: A Continuing Conversation

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Publisher : Springer Nature
ISBN 13 : 3030648494
Total Pages : 733 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Re-imagining Diffusion and Adoption of Information Technology and Systems: A Continuing Conversation by : Sujeet K. Sharma

Download or read book Re-imagining Diffusion and Adoption of Information Technology and Systems: A Continuing Conversation written by Sujeet K. Sharma and published by Springer Nature. This book was released on 2020-12-15 with total page 733 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set of IFIP AICT 617 and 618 constitutes the refereed proceedings of the IFIP WG 8.6 International Working Conference "Re-imagining Diffusion and Adoption of Information Technology and Systems: A Continuing Conversation" on Transfer and Diffusion of IT, TDIT 2020, held in Tiruchirappalli, India, in December 2020. The 86 revised full papers and 36 short papers presented were carefully reviewed and selected from 224 submissions. The papers focus on the re-imagination of diffusion and adoption of emerging technologies. They are organized in the following parts: Part I: artificial intelligence and autonomous systems; big data and analytics; blockchain; diffusion and adoption technology; emerging technologies in e-Governance; emerging technologies in consumer decision making and choice; fin-tech applications; healthcare information technology; and Internet of Things Part II: information technology and disaster management; adoption of mobile and platform-based applications; smart cities and digital government; social media; and diffusion of information technology and systems

Customer Relationship Management

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Author :
Publisher : Routledge
ISBN 13 : 1856175227
Total Pages : 495 pages
Book Rating : 4.8/5 (561 download)

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Book Synopsis Customer Relationship Management by : Francis Buttle

Download or read book Customer Relationship Management written by Francis Buttle and published by Routledge. This book was released on 2009 with total page 495 pages. Available in PDF, EPUB and Kindle. Book excerpt: This title presents an holistic view of CRM, arguing that its essence concerns basic business strategy - developing and maintaining long-term, mutually beneficial relationships with strategically significant customers - rather than the operational tools which achieve these aims.

Artificial Intelligence as an Additional Tool in Customer Relationship Management and the Impact after the COVID-19 Crisis

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Author :
Publisher : GRIN Verlag
ISBN 13 : 3346779440
Total Pages : 80 pages
Book Rating : 4.3/5 (467 download)

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Book Synopsis Artificial Intelligence as an Additional Tool in Customer Relationship Management and the Impact after the COVID-19 Crisis by : Leonard Rupperti

Download or read book Artificial Intelligence as an Additional Tool in Customer Relationship Management and the Impact after the COVID-19 Crisis written by Leonard Rupperti and published by GRIN Verlag. This book was released on 2022-12-16 with total page 80 pages. Available in PDF, EPUB and Kindle. Book excerpt: Masterarbeit aus dem Fachbereich Informatik - Künstliche Intelligenz, , Sprache: Deutsch, Abstract: The aim of the research of this present work is to answer which criteria make an AI-driven CRM successful, what opportunities and challenges there are, and how the general population assesses this topic. Furthermore, it is important to see that the corona pandemic is having an impact on the use of AI. For this purpose, the following two research questions were asked. How does AI strengthen the customer relationship CRM? Will the Corona pandemic accelerate the use of AI? To answer the research questions, a quantitative study on people's current opinions and attitudes towards AI and how it will change as a part of the outbreak of the pandemic was conducted. Specifically, the study deals with artificial intelligence in customer service, the change of AI in companies due to Covid-19 and how people generally view the topic of AI. The participants surveyed were anonymous, of different age groups, occupations, and origins, as this topic affects everyone today and it is important to pay attention to the opinion of the general population. The targeted use of artificial intelligence in customer relationship management to make the work of companies and their employees more efficient and of higher quality, also about the customer, is on the rise. More and more sales are generated by this technology and more and more AI-controlled tools are being developed which make customer management more successful and thus intensify the relationship between customers and companies. Thus, it is necessary to understand such technologies and how they are designed, but also what opinion the general society has on this rather revolutionary technology.

Artificial Intelligence

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Author :
Publisher : HBR Insights
ISBN 13 : 9781633697898
Total Pages : 160 pages
Book Rating : 4.6/5 (978 download)

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Book Synopsis Artificial Intelligence by : Harvard Business Review

Download or read book Artificial Intelligence written by Harvard Business Review and published by HBR Insights. This book was released on 2019 with total page 160 pages. Available in PDF, EPUB and Kindle. Book excerpt: Companies that don't use AI to their advantage will soon be left behind. Artificial intelligence and machine learning will drive a massive reshaping of the economy and society. What should you and your company be doing right now to ensure that your business is poised for success? These articles by AI experts and consultants will help you understand today's essential thinking on what AI is capable of now, how to adopt it in your organization, and how the technology is likely to evolve in the near future. Artificial Intelligence: The Insights You Need from Harvard Business Review will help you spearhead important conversations, get going on the right AI initiatives for your company, and capitalize on the opportunity of the machine intelligence revolution. Catch up on current topics and deepen your understanding of them with the Insights You Need series from Harvard Business Review. Featuring some of HBR's best and most recent thinking, Insights You Need titles are both a primer on today's most pressing issues and an extension of the conversation, with interesting research, interviews, case studies, and practical ideas to help you explore how a particular issue will impact your company and what it will mean for you and your business.

Business Under Crisis, Volume III

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Publisher : Springer Nature
ISBN 13 : 3030765830
Total Pages : 330 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Business Under Crisis, Volume III by : Demetris Vrontis

Download or read book Business Under Crisis, Volume III written by Demetris Vrontis and published by Springer Nature. This book was released on 2022-01-07 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: From recurring episodes of great depression, oil crises, political crises, wars, debt crises, to the ongoing climate change, there is a constant pressure on businesses to cope with critical events. However, throughout history, crises have been pivotal in advancing businesses and societies. This contributed volume approaches crisis not simply as a source of problems, but also as a set of choices. It seeks to explore critical events as possible opportunities for sustainability, through process improvement, creativity, innovation and entrepreneurship. Chapters reveal that times of crisis provide opportunities for new start-ups, creativity, resilience, organisational change, and revitalisation. This book also emphasises the importance of sustainability, driven either by the market or as a response to critical events. Within the wider attempt to explore avenues for Innovation, Entrepreneurship and Sustainability at times of crisis, the book is loosely organised in three thematic sections: organisational responses to crisis; digitisation, and how technology facilitates or hinders sustainability under conditions of crisis; and SMEs, Family Firms (FF), Entrepreneurship, which explores how critical events offer opportunities for innovation.

Artificial Intelligence in Practice

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Publisher : John Wiley & Sons
ISBN 13 : 1119548985
Total Pages : 232 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Artificial Intelligence in Practice by : Bernard Marr

Download or read book Artificial Intelligence in Practice written by Bernard Marr and published by John Wiley & Sons. This book was released on 2019-04-15 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cyber-solutions to real-world business problems Artificial Intelligence in Practice is a fascinating look into how companies use AI and machine learning to solve problems. Presenting 50 case studies of actual situations, this book demonstrates practical applications to issues faced by businesses around the globe. The rapidly evolving field of artificial intelligence has expanded beyond research labs and computer science departments and made its way into the mainstream business environment. Artificial intelligence and machine learning are cited as the most important modern business trends to drive success. It is used in areas ranging from banking and finance to social media and marketing. This technology continues to provide innovative solutions to businesses of all sizes, sectors and industries. This engaging and topical book explores a wide range of cases illustrating how businesses use AI to boost performance, drive efficiency, analyse market preferences and many others. Best-selling author and renowned AI expert Bernard Marr reveals how machine learning technology is transforming the way companies conduct business. This detailed examination provides an overview of each company, describes the specific problem and explains how AI facilitates resolution. Each case study provides a comprehensive overview, including some technical details as well as key learning summaries: Understand how specific business problems are addressed by innovative machine learning methods Explore how current artificial intelligence applications improve performance and increase efficiency in various situations Expand your knowledge of recent AI advancements in technology Gain insight on the future of AI and its increasing role in business and industry Artificial Intelligence in Practice: How 50 Successful Companies Used Artificial Intelligence to Solve Problems is an insightful and informative exploration of the transformative power of technology in 21st century commerce.

AI-Driven Marketing Research and Data Analytics

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Author :
Publisher : IGI Global
ISBN 13 :
Total Pages : 515 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis AI-Driven Marketing Research and Data Analytics by : Masengu, Reason

Download or read book AI-Driven Marketing Research and Data Analytics written by Masengu, Reason and published by IGI Global. This book was released on 2024-04-22 with total page 515 pages. Available in PDF, EPUB and Kindle. Book excerpt: The surge in technological advancements, coupled with the exponential growth of data, has left marketers grappling with the need for a paradigm shift. The once-established methods of consumer engagement are now overshadowed by the complexities of the digital age, demanding a profound understanding of artificial intelligence (AI) and data analytics. The gap between academic knowledge and practical applications in the field of marketing has widened, leaving industry professionals, educators, and students seeking a comprehensive resource to navigate the intricacies of this transformative era. AI-Driven Marketing Research and Data Analytics is a groundbreaking book that serves as a beacon for marketers, educators, and industry leaders alike. With a keen focus on the symbiotic relationship between AI, data analytics, and marketing research, this book bridges the gap between theory and practice. It not only explores the historical evolution of marketing but also provides an innovative examination of how AI and data analytics are reshaping the landscape. Through real-time case studies, ethical considerations, and in-depth insights, the book offers a holistic solution to the challenges faced by marketing professionals in the digital age.

The Impact of AI Innovation on Financial Sectors in the Era of Industry 5.0

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Author :
Publisher : IGI Global
ISBN 13 :
Total Pages : 341 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis The Impact of AI Innovation on Financial Sectors in the Era of Industry 5.0 by : Irfan, Mohammad

Download or read book The Impact of AI Innovation on Financial Sectors in the Era of Industry 5.0 written by Irfan, Mohammad and published by IGI Global. This book was released on 2023-09-05 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the dynamic and ever-changing financial landscape, the seamless integration of artificial intelligence (AI) and machine learning (ML) has presented unprecedented challenges for the banking and finance industry. As we embrace the era of Industry 5.0, financial institutions find themselves confronted with intricate decisions pertaining to investments, macroeconomic analysis, and credit evaluation, necessitating innovative technologies to navigate this complexity. Additionally, the mounting volume of financial transactions calls for efficient data processing and analysis. Considering these pressing concerns, scholars, academicians, and industry practitioners are eagerly seeking comprehensive insights into the transformative potential of AI and ML, specifically in bolstering resilience, fostering sustainable development, and adopting human-centric approaches within the financial sector. Offering a compelling solution to these critical challenges, The Impact of AI Innovation on Financial Sectors in the Era of Industry 5.0, edited by esteemed scholars Mohammad Irfan, Mohammed Elmogy, M. Shabri Abd. Majid, and Shaker El-Sappagh, embark on an in-depth exploration of the multifaceted functions and applications of AI and ML algorithms in the realm of finance. With a keen focus on Industry 5.0 principles such as resilience, human centricity, and sustainable development, this comprehensive compendium presents a collection of groundbreaking research papers that unveil the remarkable potential of AI/ML technologies in revolutionizing the financial services industry. By catering to a diverse audience comprising researchers, academicians, industrialists, investors, and regulatory bodies, this book actively invites contributions from industry practitioners and scholars, facilitating ongoing discussions on the efficacy of ML algorithms in efficiently processing vast financial data. As the financial landscape charts an ambitious course into Industry 5.0, the book emerges as an indispensable resource, empowering the industry with transformative advancements that will indelibly shape the future of finance.

Artificial Intelligence for Customer Relationship Management

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Author :
Publisher : Springer Nature
ISBN 13 : 303061641X
Total Pages : 474 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Artificial Intelligence for Customer Relationship Management by : Boris Galitsky

Download or read book Artificial Intelligence for Customer Relationship Management written by Boris Galitsky and published by Springer Nature. This book was released on 2020-12-23 with total page 474 pages. Available in PDF, EPUB and Kindle. Book excerpt: The second volume of this research monograph describes a number of applications of Artificial Intelligence in the field of Customer Relationship Management with the focus of solving customer problems. We design a system that tries to understand the customer complaint, his mood, and what can be done to resolve an issue with the product or service. To solve a customer problem efficiently, we maintain a dialogue with the customer so that the problem can be clarified and multiple ways to fix it can be sought. We introduce dialogue management based on discourse analysis: a systematic linguistic way to handle the thought process of the author of the content to be delivered. We analyze user sentiments and personal traits to tailor dialogue management to individual customers. We also design a number of dialogue scenarios for CRM with replies following certain patterns and propose virtual and social dialogues for various modalities of communication with a customer. After we learn to detect fake content, deception and hypocrisy, we examine the domain of customer complaints. We simulate mental states, attitudes and emotions of a complainant and try to predict his behavior. Having suggested graph-based formal representations of complaint scenarios, we machine-learn them to identify the best action the customer support organization can chose to retain the complainant as a customer.

Artificial Intelligence Relationship Influence Questions

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Publisher :
ISBN 13 : 9781691558308
Total Pages : 262 pages
Book Rating : 4.5/5 (583 download)

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Book Synopsis Artificial Intelligence Relationship Influence Questions by : Johnny Ch Lok

Download or read book Artificial Intelligence Relationship Influence Questions written by Johnny Ch Lok and published by . This book was released on 2019-09-07 with total page 262 pages. Available in PDF, EPUB and Kindle. Book excerpt: Can (AI) be applied to any organization customer service department?Artificial intelligence(AI) comprises a set of technologies that use natural language processing, machine learning, knowledge graphs, and other tools to answer questions, discover insights and provide recommendations. Computer systems can use (AI) hypothesize and formulate possible answers based on available evidence can be trained through the ingestion of vast amounts of content, and automatically adapt and learn from (AI) self mistakes and failures. So, any business organizations (customer service departments) can provide efficient and effective customer relationship management of excellent customer service quality if which applied (AI) technology system. The different type of (AI) systems include: (AI) system platforms, machine learning (AI) based data preparation and enrichment tools, machine vision/image recognition, voice speech recognition, text analysis and natural language processing, bots, e.g. face book website and virtual digital assistance solutions, social media pattern analysis, sentiment analysis, advanced numerical analysis (e.g. IOT streaming, machine logs), supporting technologies, knowledge base dialog management, Q&A processing etc. different (AI) technology system customer relationship management (CRM) tools.(AI) (CRM) of activity can include these categories, such as: corporate marketing, marketing operation, field marketing, customer support, digital commerce, customer analytics, customer influenced product or service design, product or service pricing, finance information, presentation, customer billing, inventory, logistics and fulfilment support, partner management etc. different CRM tools. (AI) technology of CRM has been carrying on plan different stages to achieve CRM personal assistant tool for businesses. The stages are such as, in the beginning stage of (AI) projects in place, implement now, pilot phase next year in the final stage of (AI) customer relationship management tools are foreseeable future. So, this CRM technology has been improved to plan in different stages every year to prepare to achieve full capacity of CRM service quality for businesses to use in the future.Hence, how to develop an estimate prediction of the economic impact (AI) technologies could have CRM activities, which depends on gathering macroeconomic information on business revenue and the basic marketing of business revenue and the basic markup of business expenses by major functions ( customer support, marketing and sales, production etc.)An economic impact model that can gather data together and forecast the results how (AI) artificial intelligence technology brings (CRM) customer relationship management benefits to businesses, e.g. surveys investigation includes IT spending by sample countries, GDP and population estimates and forecasts, revenue per employee and ratios of IT spend to GDP. Surveys ( questionnaire questions) of forecast results are influenced by (AI) impact can include: results are projected from surveys and rely on estimates are made by respondents on the expected financial improvements in categories of (AI) -assisted customer relationship management activities. The forecast assumes that these estimates are correct; financial estimates are based on estimates of "first year" improvement from full (AI) implementation; forecasts are from planning to implement any artificial intelligence of customer relationship management (CRM) projects, the improvement forecast is of categories of activity, e.g. corporate marketing, digital Al commerce, and customer analytics. They are not estimates of ROI for the (AI) software. They rely on conservative estimates to which each of these entities might affect company revenue, expenses or productivity. They also rely on estimates of the penetration of software in customer relationship management activities .