[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"node-by-slug-\u002Fen\u002Finsights\u002Fscaling-ai-initiatives-why-trust-determines-enterprise-success-en":3,"related-content-view":452},["Reactive",4],{"entity":5,"errors":-1},{"__typename":6,"status":7,"metatag":8,"id":202,"path":203,"title":204,"translations":205,"sharedHeaderRefMedia":213,"sharedTeaserTitle":13,"sharedTeaserText":240,"sharedTeaserRefMedia":242,"sharedParagraphs":244,"sharedTaxrefIndustries":440,"sharedTaxrefExpertises":444,"sharedIntroText":448,"sharedCtaLink":215,"sharedDate":450,"sharedAuthor":215},"NodeInsight",true,[9,14,18,21,25,30,34,38,42,46,50,54,58,62,66,69,73,76,79,81,84,87,91,95,99,103,107,111,115,119,123,127,131,135,139,142,145,148,151,154,157,160,163,166,170,174,177,181,185,189,192,196,200],{"tag":10,"attributes":11},"meta",{"name":12,"content":13},"title","Scaling AI initiatives: Why trust, not features, determines success",{"tag":10,"attributes":15},{"name":16,"content":17},"description","Why do so few AI initiatives actually scale? Trust, not features, is the deciding factor. Learn the cost-of-proof framework and how to build a smarter AI scaling roadmap for your enterprise.",{"tag":10,"attributes":19},{"name":20,"content":17},"abstract",{"tag":10,"attributes":22},{"name":23,"content":24},"icbm","51.525772, -0.082716",{"tag":26,"attributes":27},"link",{"rel":28,"href":29},"canonical","https:\u002F\u002Fcms.zuehlke.com\u002Fen\u002Finsights\u002Fscaling-ai-initiatives-why-trust-determines-enterprise-success",{"tag":10,"attributes":31},{"name":32,"content":33},"robots","index, follow",{"tag":26,"attributes":35},{"rel":36,"href":37},"shortlink","https:\u002F\u002Fcms.zuehlke.com\u002Fapi\u002Fgraphql",{"tag":26,"attributes":39},{"rel":40,"href":41},"image_src","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Fmax_1300x1300\u002Fpublic\u002Fimages\u002Fai_trust_pillar_2_1.png?itok=VehTbFFb,https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fzuhlke_innovation_social.jpg",{"tag":10,"attributes":43},{"name":44,"content":45},"referrer","unsafe-url",{"tag":10,"attributes":47},{"name":48,"content":49},"rights","Copyright ©2026 | Zühlke Engineering AG | All rights reserved.",{"tag":10,"attributes":51},{"property":52,"content":53},"og:site_name","Zühlke Engineering AG",{"tag":10,"attributes":55},{"property":56,"content":57},"og:type","website",{"tag":10,"attributes":59},{"property":60,"content":61},"og:url","https:\u002F\u002Fwww.zuehlke.com\u002Fen\u002Finsights\u002Fscaling-ai-initiatives-why-trust-determines-enterprise-success",{"tag":10,"attributes":63},{"property":64,"content":65},"og:title","Scaling AI initiatives: Why trust, not features, determines success – Zühlke",{"tag":10,"attributes":67},{"property":68,"content":17},"og:description",{"tag":10,"attributes":70},{"property":71,"content":72},"og:image","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Fmax_1300x1300\u002Fpublic\u002Fimages\u002Fai_trust_pillar_2_1.png?itok=VehTbFFb",{"tag":10,"attributes":74},{"property":71,"content":75},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fzuhlke_innovation_social.jpg",{"tag":10,"attributes":77},{"property":78,"content":72},"og:image:url",{"tag":10,"attributes":80},{"property":78,"content":75},{"tag":10,"attributes":82},{"property":83,"content":72},"og:image:secure_url",{"tag":10,"attributes":85},{"property":83,"content":86},"https:\u002F\u002Fwww.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fzuhlke_innovation_social.jpg",{"tag":10,"attributes":88},{"property":89,"content":90},"og:image:alt","image",{"tag":10,"attributes":92},{"property":93,"content":94},"og:updated_time","2026-04-30",{"tag":10,"attributes":96},{"property":97,"content":98},"place:location:longitude","7.438014",{"tag":10,"attributes":100},{"property":101,"content":102},"place:location:latitude","46.947944",{"tag":10,"attributes":104},{"property":105,"content":106},"og:street_address","80 Great Eastern Street",{"tag":10,"attributes":108},{"property":109,"content":110},"og:locality","London",{"tag":10,"attributes":112},{"property":113,"content":114},"og:region","England",{"tag":10,"attributes":116},{"property":117,"content":118},"og:postal_code","EC2A 3JL",{"tag":10,"attributes":120},{"property":121,"content":122},"og:country_name","United Kingdom",{"tag":10,"attributes":124},{"property":125,"content":126},"og:email","london@zuhlke.com",{"tag":10,"attributes":128},{"property":129,"content":130},"og:phone_number","+44 20 7113 5000",{"tag":10,"attributes":132},{"property":133,"content":134},"og:locale","en_CH",{"tag":10,"attributes":136},{"property":137,"content":138},"og:locale:alternate","de_CH",{"tag":10,"attributes":140},{"property":137,"content":141},"de_DE",{"tag":10,"attributes":143},{"property":137,"content":144},"en_DE",{"tag":10,"attributes":146},{"property":137,"content":147},"en_AT",{"tag":10,"attributes":149},{"property":137,"content":150},"de_AT",{"tag":10,"attributes":152},{"property":137,"content":153},"en_HK",{"tag":10,"attributes":155},{"property":137,"content":156},"en_SR",{"tag":10,"attributes":158},{"property":137,"content":159},"en_BG",{"tag":10,"attributes":161},{"property":137,"content":162},"en_SG",{"tag":10,"attributes":164},{"property":137,"content":165},"en_GB",{"tag":10,"attributes":167},{"property":168,"content":169},"article:publisher","https:\u002F\u002Fwww.facebook.com\u002Fzuehlke.group",{"tag":10,"attributes":171},{"property":172,"content":173},"article:published_time","2026-03-30",{"tag":10,"attributes":175},{"property":176,"content":94},"article:modified_time",{"tag":10,"attributes":178},{"name":179,"content":180},"twitter:card","summary_large_image",{"tag":10,"attributes":182},{"name":183,"content":184},"twitter:site","@zuehlke_group",{"tag":10,"attributes":186},{"name":187,"content":188},"twitter:site:id","247189965",{"tag":10,"attributes":190},{"name":191,"content":90},"twitter:image:alt",{"tag":10,"attributes":193},{"name":194,"content":195},"twitter:image","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Fmax_1300x1300\u002Fpublic\u002Fimages\u002Fai_trust_pillar_2_1.png?itok=VehTbFFb,https:\u002F\u002Fwww.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fzuhlke_innovation_social.jpg",{"tag":10,"attributes":197},{"name":198,"content":199},"google-site-verification","VEzolc1Vxy1KyRIlIqUSmVS7fqP_3_ZeBqPRby4g2mE",{"tag":201},"script","26999","\u002Fen\u002Finsights\u002Fscaling-ai-initiatives-why-trust-determines-enterprise-success","Why trust now matters more than features in deciding which AI initiatives will actually scale",[206,209],{"path":203,"langcode":207},{"id":208},"en",{"path":210,"langcode":211},"\u002Fde\u002Finsights\u002Fki-initiativen-skalieren-warum-vertrauen-den-unternehmenserfolg-bestimmt",{"id":212},"de",{"id":214,"sharedMediaLegend":215,"mediaImage":216,"name":239},"173108",null,{"url":217,"width":218,"height":219,"alt":220,"title":215,"size":221,"mime":222,"variations":215,"headerMinimalVariations":223},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fai_trust_pillar_2_1.png",1280,720,"Profile silhouette of a person facing a glowing digital brain, representing human interaction with artificial intelligence.",1122721,"image\u002Fpng",[224,229,230,235,238],{"name":225,"url":226,"width":227,"height":228},"FOCAL_POINT32_SMALL","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_3_2_small\u002Fpublic\u002Fimages\u002Fai_trust_pillar_2_1.png.webp?itok=MRSP5uLY",800,533,{"name":225,"url":226,"width":227,"height":228},{"name":231,"url":232,"width":233,"height":234},"FOCAL_POINT169_MEDIUM","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_16_9_medium\u002Fpublic\u002Fimages\u002Fai_trust_pillar_2_1.png.webp?itok=X0GUMCDE",1200,675,{"name":236,"url":237,"width":218,"height":219},"FOCAL_POINT169_LARGE","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_16_9_large\u002Fpublic\u002Fimages\u002Fai_trust_pillar_2_1.png.webp?itok=kzOXjYm2",{"name":236,"url":237,"width":218,"height":219},"ai_trust_pillar_2_1.png",{"processed":241},"\u003Cp>Why do so few AI initiatives actually scale? Trust, not features, is the deciding factor. Learn the cost-of-proof framework and how to build a smarter AI scaling roadmap for your enterprise.  \u003C\u002Fp>",{"id":214,"sharedMediaLegend":215,"mediaImage":243,"name":239},{"url":217,"width":218,"height":219,"alt":220,"title":215,"size":221,"mime":222,"variations":215},[245,252,258,299,304,312,318,324,330,341,400],{"__typename":246,"id":247,"ctaLink":215,"pgSharedText":248,"pgSharedTitle":215,"pgSharedCtaLink":215},"ParagraphPgText","34625",{"value":249,"processed":250,"format":251},"\u003Cp>In enterprise AI, capability is becoming easier to access, and this changes the nature of competition. The real differentiator went from 'who can access the newest feature first' to 'who can get a value creating initiative through security, legal, risk, procurement and customer scrutiny, and keep it relevant once it is live'.\u003C\u002Fp>\u003Cp>That’s why trust has become a deciding factor in whether an AI initiative succeeds. Trust is what turns an experiment into something an organisation is willing to embed into critical workflows, defend under scrutiny, and operate over time.\u003C\u002Fp>\u003Cp>Features are what creates capability, but trust is what creates permission. And without trust, organisations cannot scale their AI initiatives and turn capability into value.\u003C\u002Fp>\u003Cp>\u003Cem>This article is part of our 'Value from AI now' series on the three key challenges organisations face when scaling AI initiatives. \u003C\u002Fem>\u003Ca href=\"\u002Fnode\u002F26955\" target=\"_blank\" title=\"Generate measurable value from AI now: how to turn AI into business transformation\" data-entity-type=\"node\" data-entity-uuid=\"4f28673c-5d7b-4d13-8034-1343b0427eea\" data-entity-substitution=\"canonical\">\u003Cem>Explore the full framework here\u003C\u002Fem>\u003C\u002Fa>\u003Cem>.\u003C\u002Fem>\u003C\u002Fp>","\u003Cp>In enterprise AI, capability is becoming easier to access, and this changes the nature of competition. The real differentiator went from 'who can access the newest feature first' to 'who can get a value creating initiative through security, legal, risk, procurement and customer scrutiny, and keep it relevant once it is live'.\u003C\u002Fp>\u003Cp>That’s why trust has become a deciding factor in whether an AI initiative succeeds. Trust is what turns an experiment into something an organisation is willing to embed into critical workflows, defend under scrutiny, and operate over time.\u003C\u002Fp>\u003Cp>Features are what creates capability, but trust is what creates permission. And without trust, organisations cannot scale their AI initiatives and turn capability into value.\u003C\u002Fp>\u003Cp>\u003Cem>This article is part of our 'Value from AI now' series on the three key challenges organisations face when scaling AI initiatives. \u003C\u002Fem>\u003Ca href=\"\u002Fen\u002Fexpertise\u002Fai-implementation\u002Fai-value-now-turn-ai-into-business-transformation\" target=\"_blank\" title=\"Generate measurable value from AI now: how to turn AI into business transformation\" data-entity-type=\"node\" data-entity-uuid=\"4f28673c-5d7b-4d13-8034-1343b0427eea\" data-entity-substitution=\"canonical\">\u003Cem>Explore the full framework here\u003C\u002Fem>\u003C\u002Fa>\u003Cem>.\u003C\u002Fem>\u003C\u002Fp>","full_html",{"__typename":246,"id":253,"ctaLink":215,"pgSharedText":254,"pgSharedTitle":257,"pgSharedCtaLink":215},"34626",{"value":255,"processed":256,"format":251},"\u003Cp>In an enterprise context, trust is the point where uncertainty has been reduced enough to rely on AI in real operations.\u003C\u002Fp>\u003Cp>That usually comes down to six practical questions:\u003C\u002Fp>\u003Cul>\u003Cli data-list-item-id=\"ef2e2871a7af7532e057408ece530cdf9\">\u003Cstrong>Reliability:\u003C\u002Fstrong> Will it behave consistently outside the development environment?\u003C\u002Fli>\u003Cli data-list-item-id=\"efd35d2acd6e8ec531fdb2dd6e8129fb1\">\u003Cstrong>Safety:\u003C\u002Fstrong> What harm could happen through incorrect, biased, or manipulated outputs?\u003C\u002Fli>\u003Cli data-list-item-id=\"eec456c5034953854e98a328c49e09c62\">\u003Cstrong>Accountability:\u003C\u002Fstrong> Is accountability clear if something goes wrong?\u003C\u002Fli>\u003Cli data-list-item-id=\"e563e9719f638fef71cc80ed7c1827907\">\u003Cstrong>Auditability:\u003C\u002Fstrong> Can we consistently audit what happened, why, and when it changed?\u003C\u002Fli>\u003Cli data-list-item-id=\"ee1ba970a9ff3a8603ba7208532863acc\">\u003Cstrong>Security and privacy:\u003C\u002Fstrong> What exposure could happen to systems, data, access, or confidential information?\u003C\u002Fli>\u003Cli data-list-item-id=\"e15dc567de2ad7297e17e0bbbd20f0742\">\u003Ca href=\"\u002Fnode\u002F7705\" target=\"_blank\" title=\"Discover how the EU AI Act will impact AI innovation\" data-entity-type=\"node\" data-entity-uuid=\"78de3cad-294e-45e7-933e-cf90e26af87d\" data-entity-substitution=\"canonical\">\u003Cstrong>Regulatory compliance\u003C\u002Fstrong>\u003C\u002Fa>\u003Cstrong>:\u003C\u002Fstrong> Can we demonstrate compliance and justify our approach under scrutiny?\u003C\u002Fli>\u003C\u002Ful>\u003Cp>A useful way to frame this is a trust threshold. Below the threshold, an initiative remains an experiment: it either gets shut down or stays in pilot status. Above it, they can be embedded into the critical path and scaled.\u003C\u002Fp>\u003Cp>The strategic question then becomes: Which initiatives are worth the effort to cross the trust threshold, and which will absorb time and effort without ever scaling?\u003C\u002Fp>","\u003Cp>In an enterprise context, trust is the point where uncertainty has been reduced enough to rely on AI in real operations.\u003C\u002Fp>\u003Cp>That usually comes down to six practical questions:\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cstrong>Reliability:\u003C\u002Fstrong> Will it behave consistently outside the development environment?\u003C\u002Fli>\u003Cli>\u003Cstrong>Safety:\u003C\u002Fstrong> What harm could happen through incorrect, biased, or manipulated outputs?\u003C\u002Fli>\u003Cli>\u003Cstrong>Accountability:\u003C\u002Fstrong> Is accountability clear if something goes wrong?\u003C\u002Fli>\u003Cli>\u003Cstrong>Auditability:\u003C\u002Fstrong> Can we consistently audit what happened, why, and when it changed?\u003C\u002Fli>\u003Cli>\u003Cstrong>Security and privacy:\u003C\u002Fstrong> What exposure could happen to systems, data, access, or confidential information?\u003C\u002Fli>\u003Cli>\u003Ca href=\"\u002Fen\u002Finsights\u002Fhow-will-the-eu-ai-act-impact-ai-innovation\" target=\"_blank\" title=\"Discover how the EU AI Act will impact AI innovation\" data-entity-type=\"node\" data-entity-uuid=\"78de3cad-294e-45e7-933e-cf90e26af87d\" data-entity-substitution=\"canonical\">\u003Cstrong>Regulatory compliance\u003C\u002Fstrong>\u003C\u002Fa>\u003Cstrong>:\u003C\u002Fstrong> Can we demonstrate compliance and justify our approach under scrutiny?\u003C\u002Fli>\u003C\u002Ful>\u003Cp>A useful way to frame this is a trust threshold. Below the threshold, an initiative remains an experiment: it either gets shut down or stays in pilot status. Above it, they can be embedded into the critical path and scaled.\u003C\u002Fp>\u003Cp>The strategic question then becomes: Which initiatives are worth the effort to cross the trust threshold, and which will absorb time and effort without ever scaling?\u003C\u002Fp>","The six questions that define trust",{"__typename":259,"id":260,"columns":261,"listItems":262,"text":215,"title":297,"variant":298},"ParagraphPgContentList","34631","2col",[263,273,281,289],{"id":264,"icon":265,"link":215,"logo":215,"media":215,"text":269,"title":272},"34627",{"id":266,"file":267},"170294",{"url":268},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002F2024-07\u002Fdouble-arrow-right-icon.svg",{"value":270,"processed":270,"format":271},"\u003Cp>AI can now influence thousands of interactions, decisions, or operational steps near instantaneously. When something works, the benefits scale quickly. When something fails, the consequences do, too. That is why organisations now ask for stronger evidence of reliability, oversight, and failure handling before they are willing to deploy AI widely.\u003C\u002Fp>","content_list","1. The scale and speed of impact have increased",{"id":274,"icon":275,"link":215,"logo":215,"media":215,"text":277,"title":280},"34628",{"id":266,"file":276},{"url":268},{"value":278,"processed":279,"format":271},"\u003Cp>This is no longer just about drafting support or personal productivity. AI enterprise decisioning increasingly spans customer interaction, decision support, software delivery, operational automation, and risk workflows, including \u003Ca href=\"\u002Fnode\u002F26522\" data-entity-type=\"node\" data-entity-uuid=\"4760ac5e-0880-4704-a0de-be9e5e7a57fd\" data-entity-substitution=\"canonical\">AI in enterprise risk management\u003C\u002Fa>. The closer it gets to outcomes that affect customers, compliance, revenue, or operation continuity, the less tolerance there is for uncertainty.\u003C\u002Fp>","\u003Cp>This is no longer just about drafting support or personal productivity. AI enterprise decisioning increasingly spans customer interaction, decision support, software delivery, operational automation, and risk workflows, including \u003Ca href=\"\u002Fen\u002Finsights\u002Fai-risk-management-turning-governance-into-a-driver-of-long-term-success\" data-entity-type=\"node\" data-entity-uuid=\"4760ac5e-0880-4704-a0de-be9e5e7a57fd\" data-entity-substitution=\"canonical\" title=\"AI risk management: turning governance into a driver of long-term success\">AI in enterprise risk management\u003C\u002Fa>. The closer it gets to outcomes that affect customers, compliance, revenue, or operation continuity, the less tolerance there is for uncertainty.\u003C\u002Fp>","2. AI enterprise decisioning is moving into higher-stakes workflows",{"id":282,"icon":283,"link":215,"logo":215,"media":215,"text":285,"title":288},"34629",{"id":266,"file":284},{"url":268},{"value":286,"processed":287,"format":271},"\u003Cp>For many initiatives, the real question is no longer whether the capability exists. It is whether the organisation is willing to invest further in making this capability operational. \u003Ca href=\"\u002Fnode\u002F26279\" data-entity-type=\"node\" data-entity-uuid=\"3a589f8c-4c75-4707-a719-af1da804531a\" data-entity-substitution=\"canonical\">Governance, security, assurance, monitoring and change control\u003C\u002Fa> are no longer optional extras; they are part of what it takes to use AI responsibly and at scale.\u003C\u002Fp>","\u003Cp>For many initiatives, the real question is no longer whether the capability exists. It is whether the organisation is willing to invest further in making this capability operational. \u003Ca href=\"\u002Fen\u002Finsights\u002Fmitigate-ai-risks-with-an-ai-governance-framework\" data-entity-type=\"node\" data-entity-uuid=\"3a589f8c-4c75-4707-a719-af1da804531a\" data-entity-substitution=\"canonical\" title=\"Mitigate AI risks with an AI governance framework\">Governance, security, assurance, monitoring and change control\u003C\u002Fa> are no longer optional extras; they are part of what it takes to use AI responsibly and at scale.\u003C\u002Fp>","3. Operational readiness is now part of the business case",{"id":290,"icon":291,"link":215,"logo":215,"media":215,"text":293,"title":296},"34630",{"id":266,"file":292},{"url":268},{"value":294,"processed":295,"format":271},"\u003Cp>Customers, partners, employees and decision-makers procurement teams increasingly ask for evidence, not promises.  Trust affects whether people will use the system, recommend it, approve it, or buy into its wider rollout. This makes trust a practical driver of \u003Ca href=\"\u002Fnode\u002F26510\" data-entity-type=\"node\" data-entity-uuid=\"f82de6c0-8948-4526-bf8c-a0f9ebe031fb\" data-entity-substitution=\"canonical\">adoption speed\u003C\u002Fa>, implementation confidence, and long-term viability.\u003C\u002Fp>","\u003Cp>Customers, partners, employees and decision-makers procurement teams increasingly ask for evidence, not promises.  Trust affects whether people will use the system, recommend it, approve it, or buy into its wider rollout. This makes trust a practical driver of \u003Ca href=\"\u002Fen\u002Finsights\u002Fai-in-the-workplace-why-change-management-should-be-a-priority\" data-entity-type=\"node\" data-entity-uuid=\"f82de6c0-8948-4526-bf8c-a0f9ebe031fb\" data-entity-substitution=\"canonical\" title=\"AI in the workplace: why change management should be a priority\">adoption speed\u003C\u002Fa>, implementation confidence, and long-term viability.\u003C\u002Fp>","4. Trust now affects adoption and market confidence"," Four shifts behind today's enterprise AI adoption challenges","icon",{"__typename":246,"id":300,"ctaLink":215,"pgSharedText":301,"pgSharedTitle":215,"pgSharedCtaLink":215},"34632",{"value":302,"processed":303,"format":251},"\u003Cp>This is why 'having the best features' has become a weak predictor of success. The stronger predictor is whether the initiative can cross the trust threshold repeatedly and sustainably. \u003C\u002Fp>\u003Ch2>Why cost of proof shapes every AI scaling decision\u003C\u002Fh2>\u003Cp>A useful way to think about this is the cost of proof. Every AI initiative has two variables:\u003C\u002Fp>\u003Cul>\u003Cli data-list-item-id=\"e56c2738af29c8dd060e5d8e6f64b720a\">\u003Cstrong>The first is value potential:\u003C\u002Fstrong> how much it could move revenue, margin, resilience, or risk.\u003C\u002Fli>\u003Cli data-list-item-id=\"ee6a672eaf8dbc033c17cf746de599479\">\u003Cstrong>The second is cost of proof:\u003C\u002Fstrong> how much effort is required to clear the organisation’s permission gates and keep the initiative defensible over time.\u003C\u002Fli>\u003C\u002Ful>\u003Cp>If you run an AI portfolio, trust has a cost. Some initiatives require modest evidence and control to scale safely. Others require serious investment across assurance, security, governance, operating model, and lifecycle management.\u003C\u002Fp>\u003Cp>That 'cost of proof' is what turns trust from an abstract principle into a portfolio decision and into a core input for any AI scaling roadmap for enterprises.\u003C\u002Fp>","\u003Cp>This is why 'having the best features' has become a weak predictor of success. The stronger predictor is whether the initiative can cross the trust threshold repeatedly and sustainably. \u003C\u002Fp>\u003Ch2>Why cost of proof shapes every AI scaling decision\u003C\u002Fh2>\u003Cp>A useful way to think about this is the cost of proof. Every AI initiative has two variables:\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cstrong>The first is value potential:\u003C\u002Fstrong> how much it could move revenue, margin, resilience, or risk.\u003C\u002Fli>\u003Cli>\u003Cstrong>The second is cost of proof:\u003C\u002Fstrong> how much effort is required to clear the organisation’s permission gates and keep the initiative defensible over time.\u003C\u002Fli>\u003C\u002Ful>\u003Cp>If you run an AI portfolio, trust has a cost. Some initiatives require modest evidence and control to scale safely. Others require serious investment across assurance, security, governance, operating model, and lifecycle management.\u003C\u002Fp>\u003Cp>That 'cost of proof' is what turns trust from an abstract principle into a portfolio decision and into a core input for any AI scaling roadmap for enterprises.\u003C\u002Fp>",{"__typename":305,"id":306,"pgEmbededCode":307,"fullWidth":311,"edgeToEdge":311},"ParagraphPgCustomCode","34735",{"value":308,"processed":309,"format":310},"\u003Ch2 class=\"title\">\r\n    An AI decision-making framework\u003Cbr> to sort your portfolio\r\n\u003C\u002Fh2>\r\n\u003Cdiv style=\"width: 100%;\">\u003Cdiv style=\"position: relative; padding-bottom: 79.67%; padding-top: 0; height: 0;\">\u003Ciframe title=\"AI governance framework EN\" frameborder=\"0\" width=\"856\" height=\"682\" style=\"position: absolute; top: 0; left: 0; width: 100%; height: 100%;\" src=\"https:\u002F\u002Fview.genially.com\u002F69d7a3c1d11b3ab2d83f78ae\" type=\"text\u002Fhtml\" allowscriptaccess=\"always\" allowfullscreen=\"true\" scrolling=\"yes\" allownetworking=\"all\">\u003C\u002Fiframe> \u003C\u002Fdiv> \u003C\u002Fdiv>","\u003Ch2 class=\"title\">\n    An AI decision-making framework\u003Cbr> to sort your portfolio\n\u003C\u002Fh2>\n\u003Cdiv style=\"width: 100%;\">\u003Cdiv style=\"position: relative; padding-bottom: 79.67%; padding-top: 0; height: 0;\">\u003Ciframe title=\"AI governance framework EN\" frameborder=\"0\" width=\"856\" height=\"682\" style=\"position: absolute; top: 0; left: 0; width: 100%; height: 100%;\" src=\"https:\u002F\u002Fview.genially.com\u002F69d7a3c1d11b3ab2d83f78ae\" type=\"text\u002Fhtml\" allowscriptaccess=\"always\" allowfullscreen=\"true\" scrolling=\"yes\" allownetworking=\"all\">\u003C\u002Fiframe> \u003C\u002Fdiv> \u003C\u002Fdiv>","custom_code",false,{"__typename":246,"id":313,"ctaLink":215,"pgSharedText":314,"pgSharedTitle":317,"pgSharedCtaLink":215},"34633",{"value":315,"processed":316,"format":251},"\u003Cp>High-cost-of-proof initiatives can usually be spotted early.\u003C\u002Fp>\u003Cp>The common warning signs include:\u003C\u002Fp>\u003Cul>\u003Cli data-list-item-id=\"e9a262c4eec56eb065272382091416905\">the use case is unbounded and value is still vague\u003C\u002Fli>\u003Cli data-list-item-id=\"e9a34a2fcbb8fe3fd39370506c4006f19\">ownership for outcomes or failure modes is unclear\u003C\u002Fli>\u003Cli data-list-item-id=\"e1f49b7816ad783dd0647f9e34411a994\">evidence is weak or fragmented\u003C\u002Fli>\u003Cli data-list-item-id=\"e27e5725dad478c02183a4aafa9e07672\">integration into real workflows is fragile\u003C\u002Fli>\u003Cli data-list-item-id=\"ecdb9805b33dd2ab69f144dbbb63f125a\">the initiative touches regulated, customer-facing, financial, or safety-critical decisions\u003C\u002Fli>\u003C\u002Ful>\u003Cp>If several of these are present, you can still proceed. But you should treat it as a deliberate 'high value \u002F high cost of proof' bet, fund it accordingly, and don’t pretend it will be a quick win. \u003C\u002Fp>","\u003Cp>High-cost-of-proof initiatives can usually be spotted early.\u003C\u002Fp>\u003Cp>The common warning signs include:\u003C\u002Fp>\u003Cul>\u003Cli>the use case is unbounded and value is still vague\u003C\u002Fli>\u003Cli>ownership for outcomes or failure modes is unclear\u003C\u002Fli>\u003Cli>evidence is weak or fragmented\u003C\u002Fli>\u003Cli>integration into real workflows is fragile\u003C\u002Fli>\u003Cli>the initiative touches regulated, customer-facing, financial, or safety-critical decisions\u003C\u002Fli>\u003C\u002Ful>\u003Cp>If several of these are present, you can still proceed. But you should treat it as a deliberate 'high value \u002F high cost of proof' bet, fund it accordingly, and don’t pretend it will be a quick win. \u003C\u002Fp>","Signals that the cost of proof will be high",{"__typename":246,"id":319,"ctaLink":215,"pgSharedText":320,"pgSharedTitle":323,"pgSharedCtaLink":215},"34634",{"value":321,"processed":322,"format":251},"\u003Cp>Initiatives that scale tend to answer the six trust questions in practice:\u003C\u002Fp>\u003Cul>\u003Cli data-list-item-id=\"e98d9db0e291d320c91cfce5dd3266f58\">\u003Cstrong>Reliability:\u003C\u002Fstrong> The system behaves consistently outside the development environment, with monitoring and lifecycle controls in place.  \u003C\u002Fli>\u003Cli data-list-item-id=\"e2fca861d723e66dfd8aca0d77e6d2fcf\">\u003Cstrong>Safety: \u003C\u002Fstrong>The capability is embedded into real processes with clear hand-offs, controlled exception paths, and defined failure modes.  \u003C\u002Fli>\u003Cli data-list-item-id=\"ea7a5ecc1a792293485eaf022335f0e84\">\u003Cstrong>Accountability: \u003C\u002Fstrong>There is a named business owner with clear responsibility for decisions, risks, and exceptions.  \u003C\u002Fli>\u003Cli data-list-item-id=\"e57435350d469a2a7b5f032e372461d50\">\u003Cstrong>Auditability:\u003C\u002Fstrong> The organisation has the documentation, testing evidence, traceability, and audit trail needed to support scrutiny.  \u003C\u002Fli>\u003Cli data-list-item-id=\"e8fd63af66b990bb66144f1a0d5055227\">\u003Cstrong>Security and privacy:\u003C\u002Fstrong> Systems, data, access, and confidential information are protected against exposure throughout the lifecycle.  \u003C\u002Fli>\u003Cli data-list-item-id=\"ed469506d7f72c9d16bb37bcf17b70e33\">\u003Cstrong>Regulatory compliance:\u003C\u002Fstrong> The organisation can justify the system against regulatory expectations and external scrutiny.\u003C\u002Fli>\u003C\u002Ful>\u003Cp>The initiatives that fail often fail for the opposite reasons. They may look strong in a demo, but they accumulate trust debt: evidence gaps, unclear accountability, weak lifecycle control, and unclear integration. Eventually somebody says, 'not yet', and the programme becomes a permission problem rather than a delivery problem.\u003C\u002Fp>","\u003Cp>Initiatives that scale tend to answer the six trust questions in practice:\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cstrong>Reliability:\u003C\u002Fstrong> The system behaves consistently outside the development environment, with monitoring and lifecycle controls in place.  \u003C\u002Fli>\u003Cli>\u003Cstrong>Safety: \u003C\u002Fstrong>The capability is embedded into real processes with clear hand-offs, controlled exception paths, and defined failure modes.  \u003C\u002Fli>\u003Cli>\u003Cstrong>Accountability: \u003C\u002Fstrong>There is a named business owner with clear responsibility for decisions, risks, and exceptions.  \u003C\u002Fli>\u003Cli>\u003Cstrong>Auditability:\u003C\u002Fstrong> The organisation has the documentation, testing evidence, traceability, and audit trail needed to support scrutiny.  \u003C\u002Fli>\u003Cli>\u003Cstrong>Security and privacy:\u003C\u002Fstrong> Systems, data, access, and confidential information are protected against exposure throughout the lifecycle.  \u003C\u002Fli>\u003Cli>\u003Cstrong>Regulatory compliance:\u003C\u002Fstrong> The organisation can justify the system against regulatory expectations and external scrutiny.\u003C\u002Fli>\u003C\u002Ful>\u003Cp>The initiatives that fail often fail for the opposite reasons. They may look strong in a demo, but they accumulate trust debt: evidence gaps, unclear accountability, weak lifecycle control, and unclear integration. Eventually somebody says, 'not yet', and the programme becomes a permission problem rather than a delivery problem.\u003C\u002Fp>","What successful initiatives have in common",{"__typename":246,"id":325,"ctaLink":215,"pgSharedText":326,"pgSharedTitle":329,"pgSharedCtaLink":215},"34635",{"value":327,"processed":328,"format":251},"\u003Cp>If you are prioritising an AI portfolio in 2026, start with two questions:\u003C\u002Fp>\u003Cul>\u003Cli data-list-item-id=\"ec162cccfdeb9af81524bc08f16126b2d\">Which initiatives have real value potential?\u003C\u002Fli>\u003Cli data-list-item-id=\"e95b6822a5b6e1a3865728dd72349957a\">And which are worth the cost of proof required to scale them safely?\u003C\u002Fli>\u003C\u002Ful>\u003Cp>The next step is then practical rather than theoretical: if an initiative is worth backing, how do you build trust into it early enough that approval becomes a controlled process rather than a negotiation? That requires not just technical capability, but a sound AI governance framework — one that makes ownership, evidence standards, and accountability defensible under scrutiny.\u003C\u002Fp>\u003Cp>That’s what we cover in our next blogpost, exploring how to turn governance into a driver of long-term success.\u003C\u002Fp>","\u003Cp>If you are prioritising an AI portfolio in 2026, start with two questions:\u003C\u002Fp>\u003Cul>\u003Cli>Which initiatives have real value potential?\u003C\u002Fli>\u003Cli>And which are worth the cost of proof required to scale them safely?\u003C\u002Fli>\u003C\u002Ful>\u003Cp>The next step is then practical rather than theoretical: if an initiative is worth backing, how do you build trust into it early enough that approval becomes a controlled process rather than a negotiation? That requires not just technical capability, but a sound AI governance framework — one that makes ownership, evidence standards, and accountability defensible under scrutiny.\u003C\u002Fp>\u003Cp>That’s what we cover in our next blogpost, exploring how to turn governance into a driver of long-term success.\u003C\u002Fp>","Building your AI scaling roadmap: What to do next",{"__typename":331,"id":332,"pgTitle":333,"text":334,"link":335,"coloredBackground":7,"compactMode":7,"actionVariant":26,"buttonText":215,"pgEmbededCode":338},"ParagraphPgCtaDefault","34736","Explore how to turn governance into a driver of long-term success","In our next blogpost, we explore the practical rather than theoretical: if an initiative is worth backing, how do you build trust into it early enough that approval becomes a controlled process rather than a negotiation?",{"title":336,"url":337,"internal":7},"Read what's next","\u002Fen\u002Finsights\u002Fai-risk-management-turning-governance-into-a-driver-of-long-term-success",{"value":339,"processed":339,"format":340},"","code",{"__typename":259,"id":342,"columns":261,"listItems":343,"text":215,"title":398,"variant":399},"34931",[344,375],{"id":345,"icon":215,"link":346,"logo":215,"media":349,"text":372,"title":374},"34929",{"title":347,"url":348,"internal":7},"EXPLORE THIS TOPIC","\u002Fen\u002Finsights\u002Fwhy-ai-time-savings-dont-create-business-value",{"id":350,"sharedMediaLegend":215,"mediaImage":351,"name":371},"173153",{"url":352,"width":218,"height":219,"alt":353,"title":215,"size":354,"mime":222,"variations":215,"listItemVariations":355},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fpillar_1_pillar_page.png","Three colleagues collaborating around a table in an office; a woman with curly hair smiles while listening to a seated colleague who is gesturing, while a third colleague looks on, with a laptop and drinks visible, conveying a positive team interaction.",1038100,[356,361,362,366,370],{"name":357,"url":358,"width":359,"height":360},"FOCAL_POINT31_SMALL","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_3_1_small\u002Fpublic\u002Fimages\u002Fpillar_1_pillar_page.png.webp?itok=dx1XFriH",600,200,{"name":357,"url":358,"width":359,"height":360},{"name":363,"url":364,"width":233,"height":365},"FOCAL_POINT52_MEDIUM","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_5_2_medium\u002Fpublic\u002Fimages\u002Fpillar_1_pillar_page.png.webp?itok=0YP8G_9D",480,{"name":367,"url":368,"width":218,"height":369},"FOCAL_POINT52_LARGE","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_5_2_large\u002Fpublic\u002Fimages\u002Fpillar_1_pillar_page.png.webp?itok=_9fPfaRY",512,{"name":367,"url":368,"width":218,"height":369},"pillar_1_pillar_page.png",{"value":373,"processed":373,"format":271},"\u003Cp>If your next question is how AI translates into measurable business outcomes, explore why time savings alone rarely become revenue, margin or risk impact.\u003C\u002Fp>","Trusted AI still needs to prove its value",{"id":376,"icon":215,"link":377,"logo":215,"media":379,"text":395,"title":397},"34930",{"title":347,"url":378,"internal":7},"\u002Fen\u002Finsights\u002Fscaling-ai-from-proof-of-concept-to-production",{"id":380,"sharedMediaLegend":215,"mediaImage":381,"name":394},"173146",{"url":382,"width":218,"height":219,"alt":383,"title":215,"size":384,"mime":222,"variations":215,"listItemVariations":385},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fai_foundations_pillar_3_1_2.png","Close-up of a hand typing on a laptop, illuminated by screen light, representing hands-on development work.",971324,[386,388,389,391,393],{"name":357,"url":387,"width":359,"height":360},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_3_1_small\u002Fpublic\u002Fimages\u002Fai_foundations_pillar_3_1_2.png.webp?itok=04O8iROw",{"name":357,"url":387,"width":359,"height":360},{"name":363,"url":390,"width":233,"height":365},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_5_2_medium\u002Fpublic\u002Fimages\u002Fai_foundations_pillar_3_1_2.png.webp?itok=SDDuk2va",{"name":367,"url":392,"width":218,"height":369},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_5_2_large\u002Fpublic\u002Fimages\u002Fai_foundations_pillar_3_1_2.png.webp?itok=clWsuAjb",{"name":367,"url":392,"width":218,"height":369},"ai_foundations_pillar_3_1.png",{"value":396,"processed":396,"format":271},"\u003Cp>If the real blocker is weak data, fragile platforms or poor production readiness, explore the foundations AI needs to scale reliably.\u003C\u002Fp>","Scale depends on readiness","If a different challenge is your real constraint","media",{"__typename":401,"id":402,"title":403,"lead":215,"tabs":404},"ParagraphTab","34688","Frequently Asked Questions (FAQs)",[405,412,419,426,433],{"infoText":406,"pgSharedParagraphs":407},"Why do so few AI initiatives successfully scale beyond the pilot stage?",[408],{"id":409,"ctaLink":215,"pgSharedText":410,"pgSharedTitle":406,"pgSharedCtaLink":215},"34678",{"value":411,"processed":411,"format":251},"\u003Cp>The most common reason is not technical; it is the cost of proof. Scaling AI initiatives requires more than a capable model; it requires evidence trails, governance structures, clear ownership, and security controls that can withstand scrutiny from legal, risk, and procurement teams. Without that foundation, even strong pilots stall at the permission gate rather than moving into production.\u003C\u002Fp>",{"infoText":413,"pgSharedParagraphs":414},"What is the cost of proof in enterprise AI?",[415],{"id":416,"ctaLink":215,"pgSharedText":417,"pgSharedTitle":413,"pgSharedCtaLink":215},"34680",{"value":418,"processed":418,"format":251},"\u003Cp>The cost of proof is the investment required to make an AI initiative defensible and operational at scale. It includes governance, security assurance, audit trails, monitoring, and change control. Every AI portfolio carries this cost, whether it is explicitly budgeted or not. The cost of proof is what turns trust from an abstract principle into a concrete portfolio variable.\u003C\u002Fp>",{"infoText":420,"pgSharedParagraphs":421},"How do you build an AI scaling roadmap for enterprises?",[422],{"id":423,"ctaLink":215,"pgSharedText":424,"pgSharedTitle":420,"pgSharedCtaLink":215},"34682",{"value":425,"processed":425,"format":251},"\u003Cp>An effective AI scaling roadmap maps initiatives across two dimensions: value potential and cost of proof. Prioritise high-value, low-proof-cost initiatives first, since they have bounded scope, clear ownership, and a direct line to outcome measurement. For high-value, high-cost initiatives, fund the trust work explicitly before committing. Avoid or exit low-value, high-proof-cost initiatives, since they consume budget without delivering defensible results.\u003C\u002Fp>",{"infoText":427,"pgSharedParagraphs":428},"What role does an AI governance framework play in scaling AI?",[429],{"id":430,"ctaLink":215,"pgSharedText":431,"pgSharedTitle":427,"pgSharedCtaLink":215},"34684",{"value":432,"processed":432,"format":251},"\u003Cp>An AI governance framework is the infrastructure that makes scaling AI initiatives repeatable rather than one-off. Without clear ownership, evidence standards, audit trails, and change control, every rollout becomes a bespoke negotiation with security, legal, and risk teams. A mature governance framework converts trust-building from a reactive cost into a standard operating condition.\u003C\u002Fp>",{"infoText":434,"pgSharedParagraphs":435},"How does agentic AI change enterprise risk management?",[436],{"id":437,"ctaLink":215,"pgSharedText":438,"pgSharedTitle":434,"pgSharedCtaLink":215},"34686",{"value":439,"processed":439,"format":251},"\u003Cp>As AI moves from generative assistance into agentic patterns — where systems pursue outcomes autonomously, orchestrate decisions, and trigger actions — agentic AI governance and risk management strategies must account for a larger blast radius of failure. Effective enterprise risk management for agentic AI includes AI-specific threat models, permission boundaries, fallback behaviours, and regulatory compliance protocols that can be defended under audit.\u003C\u002Fp>",[441],{"id":442,"name":443},"855","All industries",[445],{"id":446,"name":447},"110","AI",{"processed":449},"\u003Cp>In enterprise AI, the real barrier to scaling AI initiatives is the cost of proof: the investment required to make an initiative reliable, accountable, and defensible once live.\u003C\u002Fp>\u003Cp>Trust is what turns AI capability into organisational permission. The initiatives that scale are not the most feature-rich, but the ones that can cross the AI trust threshold repeatedly, with clear ownership, evidence trails, and governance in place.\u003C\u002Fp>\u003Cp>This article introduces a practical AI decision-making framework — the cost-of-proof 2×2 — to help you prioritise your AI portfolio and build an AI scaling roadmap grounded in what organisations can actually defend and operate at scale. \u003C\u002Fp>",{"timestamp":451},1777464000,{"data":453},{"relatedContentView":454},{"id":455,"pageInfo":456,"results":459},"3dad2dac-900c-48b3-9380-0814b1c1f4f1",{"page":457,"pageSize":458,"total":458},0,3,[460,489,515],{"id":461,"path":462,"sharedTeaserTitle":463,"sharedTeaserRefMedia":464,"sharedTaxrefIndustries":482,"sharedTaxrefExpertises":484},"26435","\u002Fen\u002Finsights\u002Fai-productivity-boost","Unlock up to 50% productivity gains with AI",{"id":465,"sharedMediaLegend":215,"mediaImage":466,"name":481},"171577",{"url":467,"width":233,"height":468,"alt":469,"title":215,"size":470,"mime":471,"variations":215,"relatedContentVariations":472},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fproductivity-with-AI.jpg",866,"\"\"",161272,"image\u002Fjpeg",[473,475,476,479,480],{"name":225,"url":474,"width":227,"height":228},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_3_2_small\u002Fpublic\u002Fimages\u002Fproductivity-with-AI.jpg.webp?itok=EnheIzhL",{"name":225,"url":474,"width":227,"height":228},{"name":477,"url":478,"width":233,"height":227},"FOCAL_POINT32_MEDIUM","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_3_2_medium\u002Fpublic\u002Fimages\u002Fproductivity-with-AI.jpg.webp?itok=oJ0DO2x-",{"name":477,"url":478,"width":233,"height":227},{"name":477,"url":478,"width":233,"height":227},"productivity-with-AI.jpg",[483],{"id":442,"name":443},[485,486],{"id":446,"name":447},{"id":487,"name":488},"1048","Cybernetic Delivery",{"id":490,"path":491,"sharedTeaserTitle":492,"sharedTeaserRefMedia":493,"sharedTaxrefIndustries":509,"sharedTaxrefExpertises":513},"22404","\u002Fen\u002Finsights\u002Fhow-data-and-ai-can-solve-insurances-strategic-dilemma","How data and AI can solve insurance’s strategic dilemma",{"id":494,"sharedMediaLegend":215,"mediaImage":495,"name":508},"167284",{"url":496,"width":359,"height":497,"alt":498,"title":215,"size":499,"mime":471,"variations":215,"relatedContentVariations":500},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Finnovation-in-insurance.jpg",400,"abstract sphere",141684,[501,503,504,506,507],{"name":225,"url":502,"width":359,"height":497},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_3_2_small\u002Fpublic\u002Fimages\u002Finnovation-in-insurance.jpg.webp?itok=K0he7ky_",{"name":225,"url":502,"width":359,"height":497},{"name":477,"url":505,"width":359,"height":497},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_3_2_medium\u002Fpublic\u002Fimages\u002Finnovation-in-insurance.jpg.webp?itok=kn_MYeCz",{"name":477,"url":505,"width":359,"height":497},{"name":477,"url":505,"width":359,"height":497},"innovation-in-insurance.jpg",[510],{"id":511,"name":512},"11","Insurance",[514],{"id":446,"name":447},{"id":516,"path":517,"sharedTeaserTitle":518,"sharedTeaserRefMedia":519,"sharedTaxrefIndustries":536,"sharedTaxrefExpertises":540},"27030","\u002Fen\u002Finsights\u002Fdigital-twins-the-first-step-in-legacy-modernisation-at-banks","Digital twins: the first step in bank legacy modernisation ",{"id":520,"sharedMediaLegend":215,"mediaImage":521,"name":535},"173162",{"url":522,"width":523,"height":524,"alt":525,"title":215,"size":526,"mime":471,"variations":215,"relatedContentVariations":527},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002FColorful%20financial%20landmark%20buildings%20in%20Shanghai%2C%20China.jpeg",1920,1440,"Night view of Shanghai skyline with illuminated skyscrapers, seen through a circular light trail effect creating a futuristic, digital “twin” visual.",222824,[528,530,531,533,534],{"name":225,"url":529,"width":227,"height":228},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_3_2_small\u002Fpublic\u002Fimages\u002FColorful%20financial%20landmark%20buildings%20in%20Shanghai%2C%20China.jpeg.webp?itok=7Q9wA87C",{"name":225,"url":529,"width":227,"height":228},{"name":477,"url":532,"width":233,"height":227},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_3_2_medium\u002Fpublic\u002Fimages\u002FColorful%20financial%20landmark%20buildings%20in%20Shanghai%2C%20China.jpeg.webp?itok=n3REhHQn",{"name":477,"url":532,"width":233,"height":227},{"name":477,"url":532,"width":233,"height":227},"Colorful financial landmark buildings in Shanghai, China.jpeg",[537],{"id":538,"name":539},"7","Banking",[541],{"id":446,"name":447}]