AI Business Strategy: How Generative Models Are Reshaping Competitive Advantage

In today’s fast-evolving business landscape, organizations must harness their knowledge assets effectively to stay competitive. This chapter explores how Large Language Models (LLMs)-based Retrieval-Augmented Generation (RAG) systems are transforming knowledge management (KM) and business strategy. Traditional KM struggles with inefficient knowledge retrieval, fragmented information, and outdated content. RAG systems bridge these gaps by integrating real-time data retrieval with AI-driven synthesis, allowing organizations to enhance decision-making, operational efficiency, and innovation. The authors provide a detailed breakdown of LLMs, differentiating embedding models and generative models while also examining the limitations of transformer-based architectures. This chapter contrasts fine-tuning LLMs with RAG solutions, demonstrating how RAG offers a more flexible and scalable approach to keeping AI models updated without frequent retraining. Through real-world case studies in marketing, customer service, finance, and healthcare, the authors illustrate how enterprises are leveraging RAG to improve personalization, automation, and knowledge accessibility. Beyond the technical aspects, this chapter also highlights essential considerations for successful RAG adoption, including governance frameworks, ethical AI implementation, and strategies for mitigating risks such as data security, bias, and transparency. As AI-driven KM continues to evolve, advancements in RAG with agents for relational databases, multimodal RAG, and graph-based RAG will further redefine how organizations create, manage, and apply knowledge in dynamic business environments.

Digital transformation and the acceleration of technological cycles are radically transforming the corporate competitive landscape, calling into question the sustainability of traditional strategic paradigms. This study analyzes the challenges that innovative technologies (artificial intelligence, blockchain, the Internet of Things, generative models) and the new business models they generate (platforms, ecosystems, subscription-as-a-service, product-as-aservice) pose for corporate strategy. This empirical analysis covers 127 large corporations from the S&P 500 index for the period 2015–2024. revealed a critical dilemma: 68% of companies that successfully implemented advanced technologies failed to transform their business model, which resulted in a shortterm increase in operational efficiency (+11–14%), but a lack of sustainable competitive advantage and a subsequent loss of market capitalization (–23% over the five-year period after the peak). In contrast, 22% of companies that implemented a systemic transformation of the business model with simultaneous adaptation of the organizational architecture achieved sustainable growth in market capitalization (+47% over the five-year period) and export share (+31%). The key barriers to strategic adaptation turned out to be: (1) the cognitive inertia of management tied to historical sources of profit; (2) organizational rigidity of functional structures, hindering cross-functional integration; (3) a conflict between short-term financial metrics and long-term investments in transformation; (4) a lack of “strategic ambidexterity” — the ability to simultaneously optimize the current business and create new directions. The study proposes the concept of an “evolutionary strategy” based on continuous experimentation, modular organizational architecture, and the dynamic redistribution of resources between mature and emerging business models. Case studies of Microsoft (successful transformation), General Electric (failed diversification), and Siemens (hybrid adaptation) confirm that the survival of corporations in the era of technological disruption is determined not by technological sophistication, but by the ability to strategically adapt — continuously reassess the fundamental assumptions of the business in response to technological shifts. Practitioners are provided with principles for building “antifragile” strategic systems capable of not only adapting to change but also capitalizing on the volatility of the technological environment.

The present work argues that the responsible persons for the function production in the small and medium companies (SMC) should know how to formulate and to implement production strategies to the competitive advantages that the organization looks for to conquer, to maintain and to enlarge, or, in other words, aligned to the business strategy. For so much, it recommends the use of the model of fields and weapons of the competition (FWC). Besides considerations about production strategy and competitive advantage in the SMC, the work presents a synthesis of the model of FWC, that it is a model quite adapted to formulate the business strategy so much as the production strategies. Field of the competition is where the company looks for competitive advantage and it is defined by the business strategy. Competition weapon is a factor that the organization uses to reach competitive advantage in a field of the competition and it is defined by the operational strategy. For each field of the competition there is a group of appropriate weapons, and the company should make use of them to overcome the competitors. The objective of this work is to determine that group of weapons.

The Tipping Points of Business Strategy:: The Rise and Decline of Competitiveness

Construction and real estate SMEs are the contributors to economic development in Indonesia. This means the company must set its business strategy, so that its business continues to grow in the future, even though the company is a small and medium business. This study was conducted to know the relationship between business strategy and competitive advantage on firm value in construction and real estate MSMEs in Indonesia during the COVID-19 pandemic. The sample selection technique uses simple random sampling, which is a sampling technique from the population that is carried out randomly without seeing and paying attention to the similarities or strata that exist in the population. The analytical method in this study uses the Partial Least Square (PLS) method through a variance-based structural equation model (SEM) statistical test tool. The test results of this study found that business strategy and competitive advantage had a positive and significant impact on the firm value of SMEs construction and real estate services in Indonesia. The ability of the control variable to influence the relationship between the independent and dependent variables is also proven to be strong to contribute statistically. This finding can be used as knowledge of strategic management and management accounting in the future, especially about company value in MSMEs in construction and real estate services in Indonesia.

In the increasingly competitive real estate sector, firms are required to optimize Market Insight, Business Strategy, and Innovation while simultaneously adapting to dynamic conditions in order to sustain Competitive Advantage. This study investigates the structural relationship between these strategic drivers and examines how Innovation mediates and Adaptability moderates their impact on Competitive Advantage. A quantitative approach was adopted using Structural Equation Modeling based on the Partial Least Squares (SEM-PLS) technique, with data collected from 185 respondents within the Indonesian real estate industry. The results demonstrate that both Market Insight and Business Strategy significantly influence Innovation and Competitive Advantage, with Innovation serving as a partial mediator. Furthermore, Adaptability strengthens the positive effect of Innovation on Competitive Advantage, highlighting the importance of organizational responsiveness in turbulent environments. The findings indicate that firms integrating market-oriented strategies with innovation and adaptive capabilities tend to outperform competitors in sustaining long-term advantage. Theoretically, this research extends existing frameworks on dynamic capability and competitive strategy by emphasizing the contingent role of Adaptability. Practically, it provides guidance for decision-makers in formulating data-driven and flexible business strategies. Limitations of the study include its industry-specific context and the cross-sectional nature of the data. Future research is recommended to apply the proposed model across multiple sectors and to incorporate additional constructs such as digital transformation, customer engagement, and organizational resilience in order to broaden the theoretical contribution.

Abstract: This chapter on "Global Business and Trade Strategies" provides a comprehensive exploration of the key concepts, economic impact, and historical evolution of global business and trade. It highlights the fundamental importance of international trade in promoting economic growth, improving efficiency, and fostering innovation. The chapter traces the historical context through an examination of early trade routes, the colonial trade era, the Industrial Revolution, and modern trade agreements like GATT, WTO, NAFTA, and TPP. The chapter delves into the drivers of global business, including economic policies, market demand, technological advancements, and cost efficiencies, and explores how globalization has reshaped business strategies to achieve competitive advantage. It analyzes the global trade environment through the lens of economic, political, legal, and cultural factors, and discusses key international trade theories such as comparative and absolute advantage. The roles of international economic institutions, trade policies, tariffs, and trade agreements are examined, along with strategies for managing cultural diversity in international business. Market entry strategies such as exporting, importing, foreign direct investment (FDI), joint ventures, strategic alliances, licensing, and franchising are thoroughly examined, with a focus on benefits, challenges, and best practices. The chapter also emphasizes global supply chain management, including logistics, risk management, and the role of technology. International marketing strategies, financial management, and legal and ethical issues are addressed, highlighting the importance of digital marketing, currency exchange mechanisms, compliance, and corporate social responsibility. The chapter concludes with case studies of successful global business strategies and a summary of key points, future trends, and recommended further reading. Keywords: Global Business,International Trade,Economic Impact,Historical Trade Evolution,Globalization,Trade Theories,Economic Indicators,International Economic Institutions,Trade Policies,Cultural Differences,Market Entry Strategies,Exporting and Importing,Foreign Direct Investment (FDI),Joint Ventures,Strategic Alliances,Licensing,Franchising,Supply Chain Management,Logistics and Distribution,Risk Management,Digital Marketing,Financial Management,Currency Exchange,Risk Management,Budgeting and Forecasting,International Trade Laws,Ethical Business Practices,Corporate Social Responsibility (CSR),Intellectual Property Rights,Case Studies,Multinational Companies,Innovation,Competitive Advantage,Sustainability and Global Business Strategies.

The purpose of the study is to investigate how competitive advantage influences the relationship between business strategies and organizational performance in higher education institutions. The data were gathered from 309 academic and administrative leaders via a structured survey using a quantitative research methodology. SmartPLS 4 was used for data analysis in the study. The cost leadership, differentiation, and focus strategies are business strategies that have a positive impact on organizational performance both directly and indirectly through competitive advantage, according to the findings. To improve university performance, strategic decision-making is essential. By combining market-based and resource-based views with Porter's generic strategies model and the Balanced Scorecard framework, the study adds to the body of knowledge on strategic management. In practice, the results provide insight to legislators and university administrators on how to improve competitive positioning, enhance strategic planning, and enhance organizational performance in a changing educational environment.

Due to technology progress, one full system, for example: a computer or a DVD player can be made as a single IC chip. This type of IC chip is called System on Chip (SOC) IC. SOC IC is important for the future of IC industry. A company, no matter of an IC design company, an IC test company or an IC test equipment supplier, all of them need to develop new business strategies in order to win the emergent SOC IC market. The case study focuses on the analysis of IC test and IC test equipment supplier-the “A” company, for its future developments and business strategies of SOC IC test market. We use R.K. Yin ”Case Study Research: Design and Methods (2003) to build up the case research process. This study concludes that “technology” is the key success factor of IC test equipment industry, and it is also A company’s competitive advantage. The IC test equipment supplier should use diversification and differentiation business strategies to win the SOC IC test equipment market. Results also show that A company’s strategies for SOC IC test equipment market come along with theoretic strategies such as the differentiation strategy of Michael E. Porter (1980) and the diversification strategy of Ansoff (1975).

Customer knowledge management systems have become very strategic systems for firms’ competitive advantage. This study aims to investigate the alignment of customer knowledge management tools with business strategies. The study significantly shows that customer knowledge transfer and application tools are essential for organisations regardless of their business strategy. Differentiation organisations, however, significantly utilise more customer knowledge acquisition and storage tools than others. Specifically, differentiation organisations utilise more non-information technologies tools for customer knowledge acquisition and more information technologies for customer knowledge storage than cost-leadership organisations. Additionally, the study revealed that there is no significant difference in the benefit of customer knowledge management solutions between these organisations.

The authors argued from business strategies perspective to understand competitive advantage among homogenous producers. The population consisted of top and functional managers of flour mill companies in Lagos State, Nigeria. Cross sectional survey research design was adopted and primary data were collated and used. The research instrument was an adapted questionnaire. Its validity and reliability were statistically determined. Six hundred and twenty copies of the questionnaire were administered and 605 retrieved. Econometric equation was formulated and multiple regression analysis was employed for data analysis. Business strategies were found to have significantly affected competitive advantage. The study recommended product differentiation and portfolio diversification in order to achieve competitive advantage.

This study was carried out with the general objective of evaluating the business policies and strategies employed by fintech companies in Rwanda in ordered to gain and sustain a competitive advantage in the market. The study was guided by three objectives that include: To find out the current business policies and regulatory frameworks affecting the competitive positioning of the fintech companies in Rwanda; To examine the strategies fintech companies in Rwanda are employing to differentiate themselves and achieve sustainable competitive advantage in the market; and To assess the challenges and opportunities fintech companies face in implementing these strategies, and provide recommendations for improving their competitive edge in Rwanda’s fintech sector. The study was guided by two theories (Competitive Advantage Theory and Resource-Based View). The research design that was adopted for this study was a descriptive research design. In relation to the target population, only those employees involved in key decision-making process in the fintech companies were the only ones who were considered adding to 150 employees picked from the departments (operations, marketing, and compliance). A questionnaire that was structured and rated in a likert scale was used as the instrument of collecting data. The multiple regression analysis did show that, Current Business Policies and Regulatory Frameworks (β = 0.276, p < 0.01) had a positive and significant effect on competitive advantage. Also, Strategies for Differentiation (β = 0.426, p < 0.01) had the strongest positive influence on competitive advantage. Finally, Challenges and Opportunities (β = 0.355, p < 0.01) also had a significant positive effect on competitive advantage. The study has a conclusion that business policies and regulatory frameworks in Rwanda, have an impact that is positive on the fintech firms’ competitiveness. Differentiation strategies that have centered on digital transformation and innovation are the most influences of sustainable competitive advantage of fintech firms. The study also concludes that despite the fact that there are challenges that befall the fintech firms like the shortage of funding and stiff competition from the traditional financial institutions, they can leverage opportunities like high mobile penetration and government support to strengthen their market position. The study underscores the importance of aligning regulatory policies with fintech innovation and providing fintech firms with the resources needed to implement their growth strategies effectively.

Integrating social and environmental considerations into business strategies has become imperative for companies seeking competitive advantage in today's dynamic and complex business environment. This study explored the effect of Shared Value Creation Practices on Competitive Advantage within banks. The study focused on how banks can achieve competitive advantage by creating shared value that addresses business goals and social needs. Data were collected from 463 customers of selected commercial banks in Ethiopia. The self‐administrative questionnaire was given to the customers selected by convenience sampling method. The study used the Structural Equation Model to test relationship between variables. The Study findings reveal that Shared Value Creation Practices significantly enhance banks' competitive advantage. The study suggests that banks can strategically leverage Shared Value Creation practices to gain a sustained advantage in a competitive market. Banks should continuously innovate and adapt strategies to address evolving stakeholders' needs. The banks should consider shared value creation integral to their strategic planning.

Singapore , that used to be known as a small country and poor natural resources, becomes a country with the most competitive economic development in the world, even it successfully become the world comerce center in 2000 era. Identifically, the success is supported by the competitive advantage of the country and sustainable economic development dynamics that happen in Singapore. Those factors are determined by the business satisfaction of Multinational Corporations. The service that is given by the Singapore government is an indicator of the busines satisfaction of Multinational Corporation in Singapore. Are those factors mentioned above, will directly influence the business satisfaction of multinationalocorporation and Singapore’s success as one of the world commerce center?. And how are the indirect influence moderated by Multinational Corporation business satisfaction variable interesting topics to be discussed in the survey research. The results of the research are: The Singapore’s success as one of the world commerce center is reached by several business strategies. In order to cover it’s weakness, Singapore is capable to enhance it’s economy by the touch of MNC.Various business strategies applied by Singapore in order to covers the weakness are able to improve the economy indicator in line with the improvement reached by modern countries in the world. Based on causalistic test, the competitive advantage and sustainable economic development simultaneously and directly give positive influence (0,69), relatively strong, and significant to the business satisfaction of MNC in Singapore. Parcially and directly, the competitive advantage gives positive influence (0,301) and significance, to the business satisfaction of MNC in Singapore.Parcially and directly, sustainable economic development gives positive influence (0,579) to the business satisfaction of MNC in Singapore. Parcially and directly, the competitive advantage gives positive influence (0,207) and significance, to the success of Singapore as one of the world commerce center. Parcially and directly, the sustainable economic development gives positive influence (0,444) and significance, to the success of Singapore as one of the world commerce center. Directly, the business satisfaction of MNC gives positive influence (0,240) and significance, to the success of Singapore as one of the world commer ce center. The competitive advantage in the context of geographic position gives positive influence (0,526) and significance. The condusive security sector gives weak positive influence (0,089) and unsignificance. The erection of law gives positive influence (0,574) and significance. Work discipline gives positive influence (0.556) and significance. High business infrastructure gives positive influence (0,609) and significance. Service sector development gives positive influence (0,456) and significance. Income percapita gives positive influence (0,514) and singnificance to the business satisfaction of MNC in Singapore. The sustainable economic development in context of limitation, and capability of natural resources gives positive influence (0,467) and significance, the widening of regional market gives positive influence (0,552) and significan, the birth of new enterpreneur gives positive influence (0,563) and significance, the creation of new inovation gives positive influence (0,456) and significance, the economy restructuritation gives positive influence (0,619) and significance to the business satisfaction of MNC in Singapore. Indirect influence of business satisfaction of MNC is able to moderate significant relation of competitive advantage and sustainable economic development to the success of Singapore as one of the world commerce center.The business satisfaction of MNC could strengthen the direct relation of competitive advantage and sustainable economic development to the success of singapore as one of the world commerce center and at this chance of research could be made as one of unobservable moderating variable

This study investigates the effect of business strategy on strategic management accounting (SMA) and its indirect effect on the competitive advantage of the rice export business in Thailand. A total of 215 major rice export businesses in Thailand in 2022 are chosen as the sample population, and data are collected. The results of the structural equation model (SEM) of the analysis model are found using an index that examines the absolute quality-of-fit measure. Additionally, the results of ordinary least squares (OLS) regression analysis, path coefficients, and hypothesis testing show that business strategy positively affects SMA. In addition, SMA plays a positive and significant role in competitive advantage. As for the theoretical contribution, conceptual SMA is explained by a resource-based view that focuses on resources influence on sustainable performance through competitive advantage. It is hoped that the present study will contribute significantly to the managerial contribution of rice export businesses, as SMA could support organizations in creating a competitive advantage.