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Chapter 4 Generative AI and the New Frontiers
Chapter 4 Generative AI and the New Frontiers
1 ‘Accelerated Discovery’, IBM, https://research.ibm.com/topics/accelerated-discovery.
2 ‘Toyota Research Institute Unveils New Generative AI Technique for Vehicle Design’, Toyota, 20 June 2023, https://pressroom.toyota.com/toyota-research-institute-unveils-new-generative-ai-technique-for-vehicle-design/.
3 ‘Artificial Intelligence in Action: Selected ADB Initiatives in Asia and the Pacific’, Asian Development Bank, May 2024, https://www.adb.org/publications/ai-action-adb-initiatives-asia-pacific.
4 ‘How Generative AI Can Boost Consumer Marketing’, McKinsey, December 2023. Available online: https://www.mckinsey.com/capabilities/growth-marketing-and-sales/our-insights/how-generative-ai-can-boost-consumer-marketing.
5 ‘AI Risk Management Framework’, National Institute of Standards and Framework (US Department of Commerce), https://www.nist.gov/itl/ai-risk-management-framework.
6 ‘What Is the EU AI Act?’, EU Artificial Intelligence Act, https://artificialintelligenceact.eu.
7 Microsoft Corporation, Work Trend Index Annual Report, 2025: The Year the Frontier Firm Is Born (Microsoft, 2025). Available online: https://www.microsoft.com/en-us/worklab/work-trend-index/2025-the-year-the-frontier-firm-is-born.
Chapter 5 AI Reshaping the Services Industry
1 Kevin M. Dulle and B. Joseph Pine II, ‘What a Toys “R” Us Comeback Could Look Like’, Harvard Business Review, 30 November 2018. Available online: https://hbr.org/2018/11/what-a-toys-r-us-comeback-could-look-like.
2 ‘The Downfall of Sears: 5 Key Reasons Why the Retail Giant Went Under’, Castus Global, 5 October 2021, https://www.castusglobal.com/insights/the-downfall-of-sears-5-key-reasons-why-the-retail-giant-went-under#.
3 Tim Kelly, J.D., ‘What Mistakes Did Bed Bath and Beyond Make?’, LawInfo, 9 October 2023, https://www.lawinfo.com/resources/bankruptcy/business-bankruptcy/what-mistakes-did-bed-bath-and-beyond-make.html.
4 ‘Travel PR Mistakes: An In-Depth Analysis of the Failure of Thomas Cook’, Everything PR, 28 May 2025, https://everything-pr.com/travel-pr-mistakes-an-in-depth-analysis-of-the-failure-of-thomas-cook/.
5 ‘The Collapse of Thomas Cook: What Happened and Why’, International Banker, 16 January 2020, https://internationalbanker.com/brokerage/the-collapse-of-thomas-cook-what-happened-and-why/.
6 ‘Airbnb, Inc. (ABNB)’, YCharts, https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://ycharts.com/companies/ABNB/market_cap&ved=2ahUKEwj27-Xct7GJAxUHLFkFHbjNGmUQFnoECBsQAQ&usg=AOvVaw3heQWeQxJPC7sYPl0WD_U4.
7 ‘Japan Robot Hotel Ready to Welcome Its First Human Guests’, Associated Press, 15 July 2015.
8 Prabalika Borah, ‘India-Made Robots Chat Up Diners at Hyderabad Restaurant’, Hindu, 21 August 2021.
9 ‘Travel & Tourism Economic Impact Research (EIR)’, World Travel & Tourism Council, https://wttc.org/research/economic-impact.
10 Paul Ellickson, ‘The Evolution of the Supermarket Industry: From A&P to Wal-Mart’, SSRN Electronic Journal, April 2011.
11 Boris Emmet and John Jeuck, Catalogues and Counters: A History of Sears (Roebuck and Company: University of Chicago Press, 1950).
12 Made Lapuerta, ‘The Rise & Fall & Rise of GAP’, Medium, 29 June 2020. Available online: https://medium.com/dashion/the-rise-fall-rise-of-gap-6e29fa4b64d.
13 Marc Levinson, The Great A&P and the Struggle for Small Business in America (Hill and Wang, 2011).
14 ‘Sears’, Wikipedia, https://en.wikipedia.org/wiki/Sears.
15 ‘Domino’s Pizza Bot’, Chatbot Guide, https://www.chatbotguide.org/dominospizza-bot.
16 ‘Walmart’s Generative AI Search Puts More Time Back in Customers’ Hands’, Walmart, 30 January 2024, https://tech.walmart.com/content/walmart-global-tech/en_us/blog/post/walmarts-generative-ai-search-puts-more-time-back-in-customers-hands.html.
17 Alexandria White, ‘5 Things to Know about the Target RedCard’, CNBC, 15 November 2024, https://www.cnbc.com/select/target-redcard-what-you-should-know/?msockid=380dc675aac3626321b1d33aaba1632c.
18 Laura Mullan, ‘Warby Parker Uses Augmented Reality to Allow Customers to Virtually Try on Glasses’, Technology Magazine, 18 May 2020. Available online: https://technologymagazine.com/digital-transformation/warby-parker-uses-augmented-reality-allow-customers-virtually-try-glasses.
19 Peter Adams, ‘Houzz App’s AR Upgrade Turns Living Rooms into Virtual Showroom Floors’, Marketing Dive, 8 May 2017, https://www.marketingdive.com/news/houzz-apps-ar-upgrade-turns-living-rooms-into-virtual-showroom-floors/442142/.
20 ‘L’Oreal’s Modiface Brings AI-powered Virtual Makeup Try-on to Amazon’, L’Oreal Group, https://www.loreal.com/en/articles/science-and-technology/l-oreal-modiface-brings-ai-powered-virtual-makeup-try-ons-to-amazon/.
21 ‘Tiffany Engagement Ring Experience’, The One Club, https://www.oneclub.org/awards/theoneshow/-award/21458/tiffany-engagement-ring-experience/.
22 Anthony DeMarco, ‘De Beers Turns to Augmented Reality to Market Its Branded Diamond’, Forbes, 29 March 2016. Available online: https://www.forbes.com/sites/anthonydemarco/2011/10/12/de-beers-turns-to-augmented-reality-to-market-its-branded-diamond/.
23 Madeleine Schulz, ‘Louis Vuitton’s Latest AR Project? Covering Landmarks in Dots’, Vogue Business, 26 January 2023. Available online: https://www.vogue.com/article/louis-vuittons-latest-ar-project-covering-landmarks-in-dots.
24 Patrick Morda, ‘Augmented Reality’, Audi Magazine, 11 March 2025. Available online: https://magazine.audi.com.au/article/augmented-reality; Barton Goldenberg, ‘From Concept to Reality: BMW’s Groundbreaking XR/VR/AR Technology’, Ism, https://ismguide.com/bmw-xr-metaverse-technology-case-study/; ‘Tesla’, HUmmingbirdsday, https://www.hummingbirdsday.com/tesla.
25 ‘Augmented Reality for Ecommerce with Shopify AR’, Shopify, https://www.shopify.com/augmented-reality.
26 ‘Sephora Virtual Artist: Try On Makeup Instantly’, Sephora, https://www.sephora.my/pages/virtual-artist?srsltid=AfmBOoo-5nktUS88uCClT7jtoLGzt8tMVwbQmO-UwiKgq-EFal5loNSY; ‘Virtual Makeup Try-On’, Ulta Beauty, https://www.ulta.com/innovation/glamlab/.
27 Arakarag Chaudhuri, ‘How Century-Old Indian Brands Are Winning with AR, AI and Immersive Experiences’, CMSWIRE, 12 August 2025, https://www.cmswire.com/digital-experience/how-century-old-indian-brands-are-winning-with-ar-ai-and-immersive-experiences/.
28 ‘H&M Group Explores Tech-Enabled Shopping Experiences in US Stores’, H&M Group, 27 May 2022, https://hmgroup.com/news/hm-group-explores-tech-enabled-shopping-experiences-in-us-stores/; ‘Adidas AR Sneakers Try-On App’, Virtual Reality Marketing, https://www.virtualrealitymarketing.com/case-studies/adidas-ar-sneakers-try-on-app-2/; ‘Tommy Hilfiger Lets Shoppers Try on Clothes in AR with Zero10’, Adweek, 31 March 2023, https://www.adweek.com/creativity/tommy-hilfiger-try-on-clothes-with-zero10/.
29 ‘Worldwide Quarterly Augmented and Virtual Reality Headset Tracker’, IDC Tracker, https://my.idc.com/getdoc.jsp?containerId=IDC_P35095.
30 Dany Kitishian, ‘Hilton’s AI Strategy: Analysis of Dominance in Hospitality’, Klover, 4 August 2025, https://www.klover.ai/hilton-ai-strategy-analysis-of-dominance-in-hospitality-hotel-ai/.
31 Sean Cudahy, ‘American Airlines Says AI Could Help with Fares — But Only to Save Time’, The Points Guy, 15 September 2025, https://thepointsguy.com/news/american-airlines-ai-fares/.
32 ‘Domino’s Makes a Pizza Points Loyalty Play with AI’, PYMNTS, 31 January 2019, https://www.pymnts.com/news/retail/2019/dominos-pizza-artificial-intelligence-rewards/.
33 ‘Starbucks Uses AI-Powered Personalized Rewards to Boost Frequency and Spend’, PYMNTS, 30 January 2024, https://www.pymnts.com/news/loyalty-and-rewards-news/2024/starbucks-uses-artificial-intelligence-powered-personalized-rewards-boost-frequency-check-size/.
34 Catherine Strohanova, ‘How to Bring Value to Customer’s Shopping Experience and Increase Sales with AR’, Jasoren, https://www.jasoren.com/how-to-bring-value-to-customers-shopping-experience-and-increase-sales-with-ar/.
35 ‘Losses from Online Payment Fraud to Exceed $362 Billion Globally Over Next 5 Years’, Juniper Research, June 2023. Available online: https://www.juniperresearch.com/press/losses-online-payment-fraud-exceed-362-billion/.
36 Karim Aknoukh, Ahmed Ewis and Fortune Hui, ‘Manage Access Controls in Generative AI-powered Search Applications Using Amazon OpenSearch Service and Amazon Cognito’, AWS Big Data Blog, 19 November 2024, https://aws.amazon.com/blogs/big-data/manage-access-controls-in-generative-ai-powered-search-applications-using-amazon-opensearch-service-and-aws-cognito/; Hayley Peterson, ‘Walmart Reveals It’s Tracking Checkout Theft with AI-Powered Cameras in 1,000 Stores’, Business Insider, 20 June 2019.
Available online: https://www.businessinsider.com/walmart-tracks-theft-with-computer-vision-1000-stores-2019-6 ; ‘Guest Security & Fraud Protection’, Target, https://security.target.com/.
37 Erica Janeau and Christopher Sailus, ‘The Barter System/Definition, History & Examples—Lesson’, Study, 21 November 2023, https://study.com/academy/lesson/bartering-systems-definition-lesson-quiz.html?msockid=380dc675aac3626321b1d33aaba1632c.
38 ‘Trade and Barter System in the Indus Valley Civilization’, Sites at Penn State, 6 February 2025, https://sites.psu.edu/pecunia/2025/02/06/trade-and-barter-system-in-the-indus-valley-civilization/.
39 ‘History of Banking’, Wikipedia, https://en.wikipedia.org/wiki/History_of_banking.
40 Julia Kagan, ‘What Is Hawala? Money Transfer Without Money Movement’, Investopedia, 29 July 2025, https://www.investopedia.com/terms/h/hawala.asp.
41 ‘The History of NYSE’, NYSE, https://www.nyse.com/history-of-nyse.
42 ‘New York Stock Exchange’, Wikipedia, https://en.wikipedia.org/wiki/New_York_Stock_Exchange.
43 ‘Imperial Bank of India’, Wikipedia, https://en.wikipedia.org/wiki/Imperial_Bank_of_India.
44 ‘Online Banking’, Wikipedia, https://en.wikipedia.org/wiki/Online_banking.
45 ‘Wirecard Scandal’, Wikipedia, https://en.wikipedia.org/wiki/Wirecard_scandal.
46 ‘Paytm Payments Services Get “In-Principle” Nod from RBI to Operate as Online Payment Aggregator’, Economic Times, 12 August 2025. Available online: https://economictimes.indiatimes.com/industry/banking/finance/banking/paytm-payments-services-gets-in-principle-nod-from-rbi-to-operate-as-online-payment-aggregator/articleshow/123261536.cms.
47 Nikita Prasad, ‘Softbank Exits Paytm in June Quarter at Loss of $150 Million’, LiveMint, 13 July 2024.
48 ‘Artificial Intelligence at American Express—Two Current Use Cases’, Emerj, https://emerj.com/artificial-intelligence-at-american-express/.
49 ‘SBI Launches Chatbot to Help Customers in Banking Activities’, Economic Times, 25 September 2017. Available online: https://economictimes.indiatimes.com/industry/banking/finance/banking/sbi-launches-chatbot-to-help-customers-in-banking-activities/articleshow/60827485.cms?from=mdr.
50 Pankaj Maru, ‘ICICI Bank’s AI Chatbot iPal Empowers Customers with Information and Financials’, Codex, 17 October 2017, https://codex.team/blog/ai-in-banking-how-icici-bank-leads-the-way.
51 Ramana Rao B. and Savitha Kulkarni, ‘Chatbots of Indian Banks—Utility for Prospective Customers—A Perceptive Study’, ITM Web of Conferences 68, 01013 (2024). Available online: https://www.itm-conferences.org/articles/itmconf/pdf/2024/11/itmconf_icaetm2024_01013.pdf.
52 ‘AI Series: How Goldman Sachs Leverages AI to Extract Better Investment Insights’, NB Investments, 8 November 2023, https://www.nbinvestments.ca/perspectives/article/how-goldman-sachs-leverages-ai-to-extract-better-investment-insights.html.
53 Dany Kitishian, ‘HDFC Bank’s AI Strategy: Analysis of Dominating Banking AI’, Klover, 17 July 2025, https://www.klover.ai/hdfc-bank-ai-strategy-analysis-of-dominating-banking-ai/.
54 ‘How Bajaj Finance Is Leveraging AI, Blockchain in Banking, Insurance’, Economic Times, 12 September 2025, https://bfsi.economictimes.indiatimes.com/articles/bajaj-finance-revolutionizes-banking-and-insurance-with-ai-and-blockchain-technology/123841144.
55 ‘Lendingkart Annual Reports 2022’, Lending Kart Finance, https://lendingkartfinance.com/financials.
56 Bhaskar Ghosh et al., ‘Taking a Systems Approach to adopting AI’, Harvard Business Review, 9 May 2019.
57 ‘Groww Press Releases and Annual Reports 2023’, Groww, https://groww.in/investor-relations/performance/company.
58 Joseph Cordeira, ‘The UBS AI Advantage: The New Standard of Growing Your Practice’, https://www.ubs.com/us/en/wealth-management/financial-advisor-experience/articles/ai-for-financial-advisors.html?campID=SOME-AIA-US-ENG-FASM-ANY-FASF-FASD--ANY-ANY-ORGANIC&campID=SOME-FASOCIAL-US-ANY-LINKEDIN-ANY-ANY-ANY-ANY-ANY-ANY-ANY-e58ff610-fe84-11ef-9ca1-219a418390e2.
59 ‘American Express Annual Report 2023’, https://s26.q4cdn.com/747928648/files/doc_financials/2023/ar/American-Express-Annual-Report-2023.pdf.
60 Aurora Munteanu, ‘Mastercard Launches a Fraud Prevention Solution in EEMEA’, The Paypers, 3 July 2025, https://thepaypers.com/fraud-and-fincrime/news/mastercard-launches-a-fraud-prevention-solution-in-eemea.
61 Mathew Griffin, ‘JPMorgan Unleashes Artificial Intelligence to Automate Its Legal Work’, Fanatical Futurist, March 2017, www.fanaticalfuturist.com.
62 ‘Web3, Metaverse and Digital Finance’, Deloitte, https://www.deloitte.com/cz-sk/en/services/consulting/services/cyber-risk/web3-metaverse-and-digital-finance.html.
63 ‘PMJDY Statistics’, Pradhan Mantri Jan-Dhan Yojana, https://www.pmjdy.gov.in/statewise-statistics.
64 ‘National Payments Corporation of India (NPCI): UPI Transactions Data’, NPCI, https://www.npci.org.in/product/upi/product-statistics.
65 ‘Total UPI Transactions Cross 100 Billion Mark in 2023’, Economic Times, 2 January 2024.
66 ‘MobiKwik Press Releases, 2022–2024’, https://www.mobikwik.com/ir.
67 ‘Building the Payments Infrastructure for 70 MN+ SMEs in Bharat’, Rupifi, https://www.rupifi.com/about.
68 Jeff Kearns, ‘AI’s Reverberations across Finance’, Finance & Development Magazine, International Monetary Fund, December 2023, https://meetings.imf.org/en/-/media/files/publications/fandd/article/2023/december/38-41-kearns-final.pdf.
69 ‘IDC Worldwide AI and Generative AI Spending Guide’, IDC, 19 August 2024, https://my.idc.com/getdoc.jsp?containerId=IDC_P33198. Mohammed Irfan et al., AI-Driven Decentralized Finance and the Future of Finance (IGI Global, 2024).
70 ‘Artificial Intelligence in Financial Services’, PwC study, PricewaterhouseCoopers 2020, https://www.pwc.de/en/finanzdienstleistungen/artificial-intelligence-in-financial-services.html.
71 ‘The Future of Fintech and Banking’, Accenture, https://bankingblog.accenture.com/wp-content/uploads/2015/04/accenture-future-fintech-banking.pdf.
72 Colin Soutar et al., ‘Industry Spending on Quantum Computing Will Rise Dramatically. Will It Pay Off?’, Deloitte Insights, 27 July 2023, https://deloitte.wsj.com/cio/quantum-computing-in-financial-services-will-it-pay-off.
73 ‘BFSI Sector to Add 2.5 Lakh Jobs by 2030; Hiring Shifts to Tier II, III Cities: Report’, Economic Times, 21 August 2025.
Available online: https://economictimes.indiatimes.com/industry/banking/finance/banking/bfsi-sector-to-add-2-5-lakh-jobs-by-2030-hiring-shifts-to-tier-ii-iii-cities-report/articleshow/.
74 Philip Svensson, ‘Walmart: Walton, Retailing, and Everyday Low Prices’, 8 September 2025, https://quartr.com/insights/company-research/walmart-walton-retailing-and-everyday-low-prices.
75 Matt Smith, ‘Walmart’s New Intelligent Retail Lab Shows a Glimpse into the Future of Retail, IRL’, Walmart, 25 April 2019, https://corporate.walmart.com/news/2019/04/25/walmarts-new-intelligent-retail-lab-shows-a-glimpse-into-the-future-of-retail-irl.
76 Michah Solomon, ‘Four Seasons Leader Isadore Sharp: Treat Employees Right so They Treat Customers Right’, Forbes, 18 August 2015. Available online: https://www.forbes.com/sites/micahsolomon/2015/08/17/four-seasons-leader-isadore-sharp-treat-employees-right-so-they-treat-customers-right/.
77 Jordan Hollander, ‘10 Best Hotel Chatbots in 2025’, Hotel Tech Report, 1 July 2025, https://hoteltechreport.com/marketing/hotel-chatbots.
练习题
Which knowledge point best matches the use of generative AI to create and refine automobile concepts during product development?
Which option is the clearest example of generative AI improving customer search and shopping assistance in retail services?
Which of the following knowledge points are primarily about managing AI responsibly through governance, risk, or regulation? Select all that apply.
The is best understood as a regulatory approach to AI, while the is primarily a governance and risk-guidance approach rather than a law.
The knowledge point suggests that AI's impact is limited only to technical departments and does not affect broader ways of working.
According to the sources, the framework associated with structured guidance for identifying and handling AI-related risks is the \text{AI ___ Framework}.
Explain how can be connected to .
Which case most clearly illustrates AI or automation being embodied directly in a face-to-face hospitality service setting?
A company adopting without attention to hallucinations, bias, or misinformation would be ignoring an important prior leadership lesson about GenAI vigilance.
A retail company wants to deploy generative AI for customer-facing product search similar to service-sector personalization. Which action best combines effective use of generative AI with responsible organizational deployment?
Which of the following examples best illustrate how AI or related immersive technologies can reshape service or consumer experience while also requiring leaders to think about new business models and innovation? Select all that apply.
If a company adopts generative AI for consumer marketing, measuring success only through immediate cost reduction is sufficient because soft outcomes such as employee experience or innovation culture are unrelated.
When deploying generative AI in areas such as marketing, search, or service interactions, leaders should maintain ___ checkpoints to reduce risks such as hallucinations, bias, and misinformation.
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