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aging.cbtw.tech\u002Finsights\u002Fbuild-a-winning-ai-business-case-for-fintech-leaders",{"rendered":438},"AI for Fintech Leaders: Building a Winning Business Case",{"rendered":440,"protected":441},"\n\u003Cdiv class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-1 wp-block-group-is-layout-flex\">\n\u003Cp>U.S. fintech leaders are facing increasing pressure from their boards, competitors, and the news to implement AI. However, turning this hype into genuine return on investment (ROI) remains a complex and ongoing challenge. \u003C\u002Fp>\n\n\n\n\u003Cp>Before requesting a significant AI budget, it is important to be aware of these three common artificial intelligence business case mistakes that frequently cause projects to fail before they begin. \u003C\u002Fp>\n\n\n\u003Ch2 class=\"wp-block-heading\" id=\"h-1-chasing-ai-hype-over-proven-roi-opportunities-nbsp-nbsp\">\u003Cstrong>1. Chasing AI Hype Over Proven ROI Opportunities \u003C\u002Fstrong> \u003C\u002Fh2>\n\n\n\u003Cp>The most common mistake? Pursuing advanced, generative AI solutions while still struggling with manual, inefficient back-office operations. At CBTW Americas, we observe firms chasing media buzz rather than measurable profit. \u003C\u002Fp>\n\n\n\n\u003Cp>Focus your AI implementation on proven, high-ROI areas: \u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>Fraud Detection & Risk:\u003C\u002Fstrong> This is AI’s most mature application, representing \u003Cstrong>over 33%\u003C\u002Fstrong> of the market (Grand View Research). Machine learning slashes false positives and blocks fraud in real time. \u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>Customer Service Automation:\u003C\u002Fstrong> Bank of America’s “Erica” has handled over \u003Cstrong>2.5 billion\u003C\u002Fstrong> client interactions (Bank of America) – demonstrating scalable efficiency. \u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>Operational Efficiency (RPA):\u003C\u002Fstrong> BNY Mellon improved processing time by \u003Cstrong>88%\u003C\u002Fstrong> and achieved \u003Cstrong>100%\u003C\u002Fstrong> accuracy for some tasks (Emerj). Start with internal processes for the fastest returns. \u003C\u002Fli>\n\u003C\u002Ful>\n\u003C\u002Fdiv>\n\n\n\n\u003Cfigure class=\"wp-block-image size-large\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Ffinancial-advisor-presents-detailed-stock-market-analysis-clients-1-1024x683.jpg\" alt=\"AI to customer service\" class=\"wp-image-9920\" srcset=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Ffinancial-advisor-presents-detailed-stock-market-analysis-clients-1-1024x683.jpg 1024w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Ffinancial-advisor-presents-detailed-stock-market-analysis-clients-1-800x533.jpg 800w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Ffinancial-advisor-presents-detailed-stock-market-analysis-clients-1-100x67.jpg 100w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Ffinancial-advisor-presents-detailed-stock-market-analysis-clients-1.jpg 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \u002F>\u003C\u002Ffigure>\n\n\n\u003Ch2 class=\"wp-block-heading\" id=\"h-2-overlooking-project-killing-risks-nbsp\">\u003Cstrong>2. Overlooking Project-Killing Risks\u003C\u002Fstrong> \u003C\u002Fh2>\n\n\n\u003Cdiv class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-2 wp-block-group-is-layout-flex\">\n\u003Cp>Many business cases overemphasize upside, ignoring critical risks that can derail projects and budgets. Recognize and plan for these threats: \u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>Regulatory Complexity:\u003C\u002Fstrong> Generative Artificial Intelligence enables new fraud risks. Deepfake-driven fraud could cost \u003Cstrong>$40 billion\u003C\u002Fstrong> in the U.S. by 2027 (Deloitte). Your business case must address governance, transparency, and compliance.  \u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>The Talent Gap:\u003C\u002Fstrong> In 2024, 100% of financial firms increased AI\u002FML investment – but talent shortages remain a major barrier (IIF\u002FEY). Ensure your budget accounts for skilled staff, as they are as essential as the technology.  \u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>Hidden Infrastructure Costs:\u003C\u002Fstrong> AI requires powerful hardware and scalable hybrid-cloud infrastructure (Gartner). Insufficient hardware budgets often sabotage long-term scalability. \u003C\u002Fli>\n\u003C\u002Ful>\n\u003C\u002Fdiv>\n\n\n\n\u003Cdiv class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-3 wp-block-group-is-layout-flex\">\u003Ch2 class=\"wp-block-heading\" id=\"h-3-going-for-a-big-bang-launch-instead-of-internal-wins-nbsp-nbsp\">\u003Cstrong>3. Going for a ‘Big Bang’ Launch Instead of Internal Wins \u003C\u002Fstrong> \u003C\u002Fh2>\n\n\n\u003Cp>Everyone wants to unveil a revolutionary, customer-facing AI. However, leading U.S. financial institutions start by solving high-value internal problems with AI. \u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>JPMorgan Chase built an internal ChatGPT-like tool for wealth advisors. \u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>Morgan Stanley deployed a GPT-4-based assistant for internal data query needs. \u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cp>These companies use GenAI to improve processes and prove ROI privately before going public (The UXDA). Meanwhile, firms investing in customer-facing chatbots often see limited results. \u003C\u002Fp>\n\u003C\u002Fdiv>\n\n\n\n\u003Cfigure class=\"wp-block-image size-large\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002F2150169850-1-1024x683.jpg\" alt=\"AI business case\" class=\"wp-image-9921\" srcset=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002F2150169850-1-1024x683.jpg 1024w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002F2150169850-1-800x533.jpg 800w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002F2150169850-1-100x67.jpg 100w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002F2150169850-1.jpg 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \u002F>\u003C\u002Ffigure>\n\n\n\n\u003Cdiv class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-4 wp-block-group-is-layout-flex\">\u003Ch3 class=\"wp-block-heading\" id=\"h-actionable-guidance-for-your-ai-business-case-nbsp\">\u003Cstrong>Actionable Guidance for Your AI Business Case\u003C\u002Fstrong> \u003C\u002Fh3>\n\n\n\u003Cp>At CBTW Americas, we recommend you build the case around tangible ROI. Recent data reveals: \u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>70% of firms\u003C\u002Fstrong> attribute at least a \u003Cstrong>5% revenue boost\u003C\u002Fstrong> to AI, and 60% report similar cost savings (Glassbox). \u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>Agentic AI shows \u003Cstrong>3.5 to 6 times higher ROI\u003C\u002Fstrong> than legacy automation, with payback in under 14 months (Unique.AI). \u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cp>The “next big thing” in finance – Autonomous and Embedded Finance – is coming (Devoteam, Chicago Partners). Don’t risk your roadmap by misallocating resources early. The U.S. financial sector is projected to spend \u003Cstrong>$54 billion\u003C\u002Fstrong> \u003Cstrong>on Artificial Intelligence\u003C\u002Fstrong> by 2028 (Statista), with up to \u003Cstrong>$340 billion\u003C\u002Fstrong> in annual value at stake (McKinsey). \u003C\u002Fp>\n\n\n\n\u003Cp>Don’t get lost in the hype – invest where ROI is proven.\u003C\u002Fp>\n\u003C\u002Fdiv>\n\n\n\n\u003Cdiv class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-5 wp-block-group-is-layout-flex\">\n\u003Cp>\u003Cstrong>References\u003C\u002Fstrong> \u003C\u002Fp>\n\n\n\n\u003Cp>\u003Ca href=\"https:\u002F\u002Fnewsroom.bankofamerica.com\u002Fcontent\u002Fnewsroom\u002Fpress-releases\u002F2025\u002F02\u002Fdigital-interactions-by-bofa-clients-surge-to-over-26-billion--u.html\" target=\"_blank\" rel=\"noreferrer noopener\">Bank of America\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fchicagopartnersllc.com\u002Fyour-resources\u002Fwealth-blog\u002Fthe-impact-of-artificial-intelligence-on-financial-services-in-2025\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Chicago Partners\u003C\u002Fa>,  \u003Ca href=\"https:\u002F\u002Fwww.prnewswire.com\u002Fnews-releases\u002Fdeloitte-2024-financial-services-industry-predictions-ai-expected-to-transform-retail-investing-increase-banking-fraud-and-drive-new-insurance-market-climate-change-expected-to-further-increase-insurance-costs-for-commercial-re-302158362.html\" target=\"_blank\" rel=\"noreferrer noopener\">Deloitte\u003C\u002Fa>,  \u003Ca href=\"https:\u002F\u002Fwww.devoteam.com\u002Fexpert-view\u002Fai-in-banking-2025-trends\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Devoteam\u003C\u002Fa>,  \u003Ca href=\"https:\u002F\u002Femerj.com\u002Fai-in-banking-analysis\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Emerj\u003C\u002Fa>,  \u003Ca href=\"https:\u002F\u002Fwww.gartner.com\u002Fen\u002Fnewsroom\u002Fpress-releases\u002F2025-01-21-gartner-forecasts-worldwide-it-spending-to-grow-9-point-8-percent-in-2025\" target=\"_blank\" rel=\"noreferrer noopener\">Gartner\u003C\u002Fa>,  \u003Ca href=\"https:\u002F\u002Fwww.glassbox.com\u002Fblog\u002Fai-in-banking\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Glassbox\u003C\u002Fa>,  \u003Ca href=\"https:\u002F\u002Fwww.grandviewresearch.com\u002Findustry-analysis\u002Fai-agents-financial-services-market-report\" target=\"_blank\" rel=\"noreferrer noopener\">Grand View Research\u003C\u002Fa>,  \u003Ca href=\"https:\u002F\u002Fwww.iif.com\u002FPublications\u002FID\u002F5992\u002FIIF-EY-Annual-Survey-Report-on-AIML-Use-in-Financial-Services\" target=\"_blank\" rel=\"noreferrer noopener\">IIF \u002F EY\u003C\u002Fa>,  \u003Ca href=\"https:\u002F\u002Fwww.mckinsey.com\u002F~\u002Fmedia\u002Fmckinsey\u002Findustries\u002Ffinancial%20services\u002Four%20insights\u002Fbuilding%20the%20ai%20bank%20of%20the%20future\u002Fbuilding-the-ai-bank-of-the-future.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">McKinsey\u003C\u002Fa>,  \u003Ca href=\"https:\u002F\u002Fwww.statista.com\u002Fstatistics\u002F1557315\u002Famericas-banking-sector-ai-spending-forecast\u002F\" target=\"_blank\" rel=\"noreferrer noopener\">Statista\u003C\u002Fa>\u003Ca href=\"https:\u002F\u002Fwww.theuxda.com\u002Fblog\u002Fai-gold-rush-21-digital-banking-ai-case-studies-cx-transformation\" target=\"_blank\" rel=\"noreferrer noopener\">, The UXDA  , \u003C\u002Fa>\u003Ca href=\"https:\u002F\u002Fwww.unique.ai\u002Fen\u002Fblog\u002Funlocking-real-roi-from-agentic-ai-in-financial-services\" target=\"_blank\" rel=\"noreferrer noopener\">Unique\u003C\u002Fa>  \u003C\u002Fp>\n\u003C\u002Fdiv>\n\n\n\n\u003Cp>\u003C\u002Fp>\n",false,{"rendered":443,"protected":441},"\u003Cp>U.S. fintech leaders are facing increasing pressure from their boards, competitors, and the news to implement AI. However, turning this hype into genuine return on investment (ROI) remains a complex and ongoing challenge.  Before requesting a significant AI budget, it is important to be aware of these three common artificial intelligence business case mistakes that […]\u003C\u002Fp>\n",42,9922,"open","standard",{"_acf_changed":441,"content-type":8,"inline_featured_image":441,"footnotes":8},[450],46,[],[453],55,[455],130,[457,435,458,459,460,461,462,463,464,465],"post-9918","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights","cbtw_industries-banking-finance","cbtw_services-banking-technology-solutions",{"authors":467,"article_authors":468,"direct_external_link":8,"post_region":471,"layout_builder":472},"Richard Kim",[469],{"author_name":467,"author_url":470},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Frichard-kim-4367814\u002F","global",[473],{"acf_fc_layout":474,"title":195,"ui_v2":475,"short_description":476,"cbtw_related_group_filters":477,"items":441,"link":484,"hubspot_form_id":8,"mainPostId":430,"region":471},"block_insights",true,"Access related expert insights",{"cbtw_related_category_filter":478,"cbtw_related_tag_filter":479,"cbtw_related_industry_filter":480,"cbtw_related_service_filter":482},[197,221],[],[481],"banking-finance",[483],"banking-technology-solutions",{"title":485,"url":486,"target":487},"View all insights","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights","_self","\u003C!-- This site is optimized with the Yoast SEO Premium plugin v25.4 (Yoast SEO v25.4) - https:\u002F\u002Fyoast.com\u002Fwordpress\u002Fplugins\u002Fseo\u002F -->\n\u003Ctitle>AI for Fintech Leaders: Building a Winning Business Case - CBTW\u003C\u002Ftitle>\n\u003Cmeta name=\"description\" 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The market is mature, institution-led, and unforgiving of poor digital experiences, especially when products serve banks, payment networks, fintech platforms, and financial services firms.  This is the context in which CBTW builds fintech apps in Singapore. Mobile app development in Singapore for […]","2026-06-02","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Ffintech-app-development-in-singapore","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FThiet-ke-chua-co-ten-2.webp",{"medium":981,"large":982,"full":979},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FThiet-ke-chua-co-ten-2-800x533.webp","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FThiet-ke-chua-co-ten-2-1024x683.webp",{"id":984,"title":985,"description":8,"excerpt":986,"date":988,"categories":210,"link":989,"image":990,"images":991},14769,"Build-Operate-Transfer Model: Why Fintech’s Future Depends on Owning Your Tech",{"rendered":987},"For the past decade, fintechs scaled fast by renting capability - cloud infrastructure, engineering talent, and core systems. It worked. Until it didn’t.\n\nThe regulatory environment of 2026 has fundamentally closed that window. With the Digital Operational Resilience Act (DORA) now in full force and the EU AI Act raising the bar on AI transparency, the \"our vendor handles that\" defense is no longer viable. Regulators don't accept it. Auditors don't accept it. And increasingly, your board shouldn't either.","2026-05-21","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fbuild-operate-transfer-model-for-fintech-engineering-ownership","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Ffintech-cybersecurity-compliance-trading-floor.png",{"medium":992,"large":993,"full":990},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Ffintech-cybersecurity-compliance-trading-floor-800x533.png","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Ffintech-cybersecurity-compliance-trading-floor-1024x683.png",{"id":995,"title":996,"description":8,"excerpt":997,"date":999,"categories":210,"link":1000,"image":1001,"images":1002},11958,"IT Support for Banks: How Level 1 Teams Strengthen 24×7 Reliability",{"rendered":998},"Reliability Is Now a Competitive Advantage Modern banks operate in an environment where reliability is non-negotiable. Even a short disruption affects customer trust, regulatory compliance, and operational stability. As digital channels grow more complex, IT support for banks requires more than general troubleshooting. 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