{"id":8235,"date":"2026-03-16T14:59:45","date_gmt":"2026-03-16T13:59:45","guid":{"rendered":"https:\/\/bicon.li\/?p=8235"},"modified":"2026-05-17T06:57:07","modified_gmt":"2026-05-17T04:57:07","slug":"ai-portfolio-steering","status":"publish","type":"post","link":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/","title":{"rendered":"AI Portfolio Steering: Structured Prioritization of AI Initiatives"},"content":{"rendered":"<p class=\"wp-block-paragraph\">AI initiatives create value only when they are prioritised, governed and scaled systematically.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">A framework for prioritising AI initiatives across value, feasibility, risk and strategic impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Many organisations are currently exploring artificial intelligence across a wide range of potential applications. These initiatives often emerge from local experimentation within business units or technology teams rather than from a structured strategic process.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">While such experimentation can generate valuable insights, it frequently leads to fragmented portfolios of pilots, prototypes and isolated solutions. As a result, organisations increasingly face the challenge of determining which initiatives should be scaled, which should remain experimental, and which should be discontinued.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">One way to address this challenge is to treat AI initiatives not as isolated projects but as part of a managed portfolio of capabilities. In such a portfolio, potential AI use cases are assessed along a consistent set of dimensions that capture both value creation and operational risk.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">The framework presented here evaluates AI initiatives across four key dimensions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The portfolio is structured along two axes that capture the value of AI initiatives and their feasibility in real-world deployment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Value &amp; Scale (x-axis)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The first dimension concerns the economic leverage of an AI application.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Key questions include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>How frequently does the underlying problem occur?<\/li>\n\n\n\n<li>How labour-intensive is the process today?<\/li>\n\n\n\n<li>To what extent does the benefit scale with volume?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Use cases addressing high-frequency, resource-intensive activities typically offer the greatest potential for economic impact. Conversely, use cases with limited scale or marginal efficiency gains may not justify the organisational effort required for implementation.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. Technical Feasibility &amp; Explainability (y-axis)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The second dimension addresses the practical reliability of AI in a given context. In regulated environments, technical feasibility alone is often not sufficient \u2013 models must also be explainable and defensible.<br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Relevant factors include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Availability and quality of relevant data<\/li>\n\n\n\n<li>Robustness and reproducibility of model outputs<\/li>\n\n\n\n<li>Maturity of the underlying technology<\/li>\n\n\n\n<li>Explainability and interpretability of model outputs<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Even conceptually attractive use cases may remain difficult to operationalise if data availability is limited, model behaviour remains unstable or results cannot be sufficiently explained. Technical feasibility and explainability therefore determine whether a use case can realistically move beyond experimentation and be deployed in a controlled environment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Governance &amp; Risk<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI systems can introduce new forms of operational, regulatory and reputational risk. As organisations increase the degree of automation in decision processes, governance considerations become increasingly important.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">While explainability is a prerequisite for deployment, governance determines how AI systems are controlled, monitored and limited in practice.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A high position on the feasibility y-axis indicates that a use case can be implemented reliably and explainably. However, governance considerations determine whether it can be fully automated, requires human oversight or is subject to deployment restrictions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Important aspects include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Potential worst-case impact of incorrect AI decisions<\/li>\n\n\n\n<li>Degree of regulatory exposure<\/li>\n\n\n\n<li>Requirements for human oversight and control mechanisms<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Where potential consequences are significant, additional safeguards may be required, such as human-in-the-loop decision processes, monitoring mechanisms or clear accountability structures.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI multiplies value, but it can also multiply mistakes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Strategic Impact (x-axis)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Finally, organisations should assess whether an AI initiative merely improves existing processes or contributes to the development of new strategic capabilities.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Key considerations include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Quality improvements in analysis or decision-making<\/li>\n\n\n\n<li>Opportunities for differentiation<\/li>\n\n\n\n<li>Compatibility with the organisation\u2019s target operating model<\/li>\n\n\n\n<li>Organisational complexity required for implementation<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Some AI applications primarily deliver efficiency gains, while others enable entirely new ways of operating or interacting with clients.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">From pilots to a managed portfolio<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Applying these dimensions allows organisations to structure AI initiatives into a clear portfolio.<br>While value and feasibility determine the position of a use case in the matrix, governance and risk define the boundaries within which it can be deployed in practice.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Scale<\/strong><br>High value, high reliability and manageable risk.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Pilot<\/strong><br>Promising potential, but technical or organisational uncertainty.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Assist<\/strong><br>AI supports human decision-making rather than replacing it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Stop<\/strong><br>Limited value or excessive risk.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">This portfolio perspective helps organisations focus investments, control risk and concentrate on initiatives with the highest strategic impact.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>AI initiatives create value only when they are prioritised, governed ... <\/p>\n<p class=\"read-more-container\"><a title=\"AI Portfolio Steering: Structured Prioritization of AI Initiatives\" class=\"read-more button\" href=\"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/#more-8235\" aria-label=\"Read more about AI Portfolio Steering: Structured Prioritization of AI Initiatives\">Read Article<\/a><\/p>","protected":false},"author":1,"featured_media":8267,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_uag_custom_page_level_css":"","ub_ctt_via":"","advgb_blocks_editor_width":"","advgb_blocks_columns_visual_guide":"","generate_page_header":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[45,32,54],"tags":[31],"class_list":["post-8235","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificialintelligence","category-digitaltransformation","category-operating-model","tag-english","infinite-scroll-item","masonry-post","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-50","no-featured-image-padding"],"featured_image_src":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1","author_info":{"display_name":"Volkmar Ritter","author_link":"https:\/\/bicon.li\/en\/author\/wm\/"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Portfolio Steering: Structured Prioritization of AI Initiatives | BICon<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Portfolio Steering: Structured Prioritization of AI Initiatives | BICon\" \/>\n<meta property=\"og:description\" content=\"AI initiatives create value only when they are prioritised, governed ... Artikel lesen\" \/>\n<meta property=\"og:url\" content=\"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/\" \/>\n<meta property=\"og:site_name\" content=\"BICon\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/BIConConsulting\/\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/volkmar.ritter\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-16T13:59:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-17T04:57:07+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1\" \/>\n\t<meta property=\"og:image:width\" content=\"2215\" \/>\n\t<meta property=\"og:image:height\" content=\"1750\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Volkmar Ritter\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@volkmarritter\" \/>\n<meta name=\"twitter:site\" content=\"@BIConConsulting\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Volkmar Ritter\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/\"},\"author\":{\"name\":\"Volkmar Ritter\",\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/#\\\/schema\\\/person\\\/f87d7a4f4803d1bfc49d3214d82e2b20\"},\"headline\":\"AI Portfolio Steering: Structured Prioritization of AI Initiatives\",\"datePublished\":\"2026-03-16T13:59:45+00:00\",\"dateModified\":\"2026-05-17T04:57:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/\"},\"wordCount\":672,\"publisher\":{\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/bicon.li\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1\",\"keywords\":[\"English\"],\"articleSection\":[\"Artificial Intelligence\",\"Digitale Transformation\",\"Operating Model\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/\",\"url\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/\",\"name\":\"AI Portfolio Steering: Structured Prioritization of AI Initiatives | BICon\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/bicon.li\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1\",\"datePublished\":\"2026-03-16T13:59:45+00:00\",\"dateModified\":\"2026-05-17T04:57:07+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/#primaryimage\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/bicon.li\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/bicon.li\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1\",\"width\":2215,\"height\":1750},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/2026\\\/03\\\/16\\\/ai-portfolio-steering\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/bicon.li\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI Portfolio Steering: Structured Prioritization of AI Initiatives\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/bicon.li\\\/en\\\/\",\"name\":\"BICon\",\"description\":\"Business &amp; IT Consulting for the Financial Industry\",\"publisher\":{\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/bicon.li\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/#organization\",\"name\":\"BICon\",\"url\":\"https:\\\/\\\/bicon.li\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/bicon.li\\\/wp-content\\\/uploads\\\/2015\\\/08\\\/logo.png?fit=600%2C106&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/bicon.li\\\/wp-content\\\/uploads\\\/2015\\\/08\\\/logo.png?fit=600%2C106&ssl=1\",\"width\":600,\"height\":106,\"caption\":\"BICon\"},\"image\":{\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/BIConConsulting\\\/\",\"https:\\\/\\\/x.com\\\/BIConConsulting\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/7082461\\\/admin\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/bicon.li\\\/en\\\/#\\\/schema\\\/person\\\/f87d7a4f4803d1bfc49d3214d82e2b20\",\"name\":\"Volkmar Ritter\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/bicon.li\\\/wp-content\\\/litespeed\\\/avatar\\\/d2146d0239f250deff091ba5ec974d50.jpg?ver=1781256789\",\"url\":\"https:\\\/\\\/bicon.li\\\/wp-content\\\/litespeed\\\/avatar\\\/d2146d0239f250deff091ba5ec974d50.jpg?ver=1781256789\",\"contentUrl\":\"https:\\\/\\\/bicon.li\\\/wp-content\\\/litespeed\\\/avatar\\\/d2146d0239f250deff091ba5ec974d50.jpg?ver=1781256789\",\"caption\":\"Volkmar Ritter\"},\"sameAs\":[\"http:\\\/\\\/www.bicon.li\",\"https:\\\/\\\/www.facebook.com\\\/volkmar.ritter\",\"https:\\\/\\\/www.linkedin.com\\\/in\\\/volkmarritter\\\/\",\"https:\\\/\\\/x.com\\\/volkmarritter\"],\"url\":\"https:\\\/\\\/bicon.li\\\/en\\\/author\\\/wm\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI Portfolio Steering: Structured Prioritization of AI Initiatives | BICon","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/","og_locale":"en_GB","og_type":"article","og_title":"AI Portfolio Steering: Structured Prioritization of AI Initiatives | BICon","og_description":"AI initiatives create value only when they are prioritised, governed ... Artikel lesen","og_url":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/","og_site_name":"BICon","article_publisher":"https:\/\/www.facebook.com\/BIConConsulting\/","article_author":"https:\/\/www.facebook.com\/volkmar.ritter","article_published_time":"2026-03-16T13:59:45+00:00","article_modified_time":"2026-05-17T04:57:07+00:00","og_image":[{"width":2215,"height":1750,"url":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1","type":"image\/png"}],"author":"Volkmar Ritter","twitter_card":"summary_large_image","twitter_creator":"@volkmarritter","twitter_site":"@BIConConsulting","twitter_misc":{"Written by":"Volkmar Ritter","Estimated reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/#article","isPartOf":{"@id":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/"},"author":{"name":"Volkmar Ritter","@id":"https:\/\/bicon.li\/en\/#\/schema\/person\/f87d7a4f4803d1bfc49d3214d82e2b20"},"headline":"AI Portfolio Steering: Structured Prioritization of AI Initiatives","datePublished":"2026-03-16T13:59:45+00:00","dateModified":"2026-05-17T04:57:07+00:00","mainEntityOfPage":{"@id":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/"},"wordCount":672,"publisher":{"@id":"https:\/\/bicon.li\/en\/#organization"},"image":{"@id":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1","keywords":["English"],"articleSection":["Artificial Intelligence","Digitale Transformation","Operating Model"],"inLanguage":"en-GB"},{"@type":"WebPage","@id":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/","url":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/","name":"AI Portfolio Steering: Structured Prioritization of AI Initiatives | BICon","isPartOf":{"@id":"https:\/\/bicon.li\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/#primaryimage"},"image":{"@id":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1","datePublished":"2026-03-16T13:59:45+00:00","dateModified":"2026-05-17T04:57:07+00:00","breadcrumb":{"@id":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/#primaryimage","url":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1","contentUrl":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1","width":2215,"height":1750},{"@type":"BreadcrumbList","@id":"https:\/\/bicon.li\/en\/2026\/03\/16\/ai-portfolio-steering\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/bicon.li\/en\/"},{"@type":"ListItem","position":2,"name":"AI Portfolio Steering: Structured Prioritization of AI Initiatives"}]},{"@type":"WebSite","@id":"https:\/\/bicon.li\/en\/#website","url":"https:\/\/bicon.li\/en\/","name":"BICon","description":"Business &amp; IT Consulting for the Financial Industry","publisher":{"@id":"https:\/\/bicon.li\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/bicon.li\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/bicon.li\/en\/#organization","name":"BICon","url":"https:\/\/bicon.li\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/bicon.li\/en\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2015\/08\/logo.png?fit=600%2C106&ssl=1","contentUrl":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2015\/08\/logo.png?fit=600%2C106&ssl=1","width":600,"height":106,"caption":"BICon"},"image":{"@id":"https:\/\/bicon.li\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/BIConConsulting\/","https:\/\/x.com\/BIConConsulting","https:\/\/www.linkedin.com\/company\/7082461\/admin\/"]},{"@type":"Person","@id":"https:\/\/bicon.li\/en\/#\/schema\/person\/f87d7a4f4803d1bfc49d3214d82e2b20","name":"Volkmar Ritter","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/bicon.li\/wp-content\/litespeed\/avatar\/d2146d0239f250deff091ba5ec974d50.jpg?ver=1781256789","url":"https:\/\/bicon.li\/wp-content\/litespeed\/avatar\/d2146d0239f250deff091ba5ec974d50.jpg?ver=1781256789","contentUrl":"https:\/\/bicon.li\/wp-content\/litespeed\/avatar\/d2146d0239f250deff091ba5ec974d50.jpg?ver=1781256789","caption":"Volkmar Ritter"},"sameAs":["http:\/\/www.bicon.li","https:\/\/www.facebook.com\/volkmar.ritter","https:\/\/www.linkedin.com\/in\/volkmarritter\/","https:\/\/x.com\/volkmarritter"],"url":"https:\/\/bicon.li\/en\/author\/wm\/"}]}},"author_meta":{"display_name":"Volkmar Ritter","author_link":"https:\/\/bicon.li\/en\/author\/wm\/"},"featured_img":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=600%2C474&ssl=1","jetpack_featured_media_url":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1","uagb_featured_image_src":{"full":["https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2215%2C1750&ssl=1",2215,1750,false],"thumbnail":["https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?resize=150%2C150&ssl=1",150,150,true],"medium":["https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=600%2C474&ssl=1",600,474,true],"medium_large":["https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=768%2C607&ssl=1",768,607,true],"large":["https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=1024%2C809&ssl=1",1024,809,true],"1536x1536":["https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=1536%2C1214&ssl=1",1536,1214,true],"2048x2048":["https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=2048%2C1618&ssl=1",2048,1618,true],"trp-custom-language-flag":["https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/03\/AI-Portfolio-Map-II-1-e1773731696564.png?fit=15%2C12&ssl=1",15,12,true]},"uagb_author_info":{"display_name":"Volkmar Ritter","author_link":"https:\/\/bicon.li\/en\/author\/wm\/"},"uagb_comment_info":0,"uagb_excerpt":"AI initiatives create value only when they are prioritised, governed ... Artikel lesen","coauthors":[],"tax_additional":{"categories":{"linked":["<a href=\"https:\/\/bicon.li\/en\/category\/artificialintelligence\/\" class=\"advgb-post-tax-term\">Artificial Intelligence<\/a>","<a href=\"https:\/\/bicon.li\/en\/category\/digitaltransformation\/\" class=\"advgb-post-tax-term\">Digitale Transformation<\/a>","<a href=\"https:\/\/bicon.li\/en\/category\/operating-model\/\" class=\"advgb-post-tax-term\">Operating Model<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">Artificial Intelligence<\/span>","<span class=\"advgb-post-tax-term\">Digitale Transformation<\/span>","<span class=\"advgb-post-tax-term\">Operating Model<\/span>"]},"tags":{"linked":["<a href=\"https:\/\/bicon.li\/en\/category\/operating-model\/\" class=\"advgb-post-tax-term\">English<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">English<\/span>"]}},"comment_count":"0","relative_dates":{"created":"Posted 3 months ago","modified":"Updated 4 weeks ago"},"absolute_dates":{"created":"Posted on 2026-03-16","modified":"Updated on 2026-05-17"},"absolute_dates_time":{"created":"Posted on 2026-03-16 14:59","modified":"Updated on 2026-05-17 6:57"},"featured_img_caption":"","series_order":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p9UXv9-28P","jetpack-related-posts":[{"id":9302,"url":"https:\/\/bicon.li\/en\/2026\/05\/17\/ai-portfolio-steering-from-concept-to-interactive-platform\/","url_meta":{"origin":8235,"position":0},"title":"Managing AI Transformation as a Strategic Portfolio","author":"Volkmar Ritter","date":"2026-05-17","format":false,"excerpt":"Artificial intelligence initiatives are rapidly spreading across organisations. What often starts as a handful of isolated experiments can quickly evolve into dozens of disconnected initiatives across business units, functions and operating models. Yet many organisations still manage AI initiatives individually rather than strategically. This raises an increasingly important question: What\u2026","rel":"","context":"In &quot;Digitale Transformation&quot;","block_context":{"text":"Digitale Transformation","link":"https:\/\/bicon.li\/en\/category\/digitaltransformation\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/BICon-AI-Steering.png?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/BICon-AI-Steering.png?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/BICon-AI-Steering.png?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/BICon-AI-Steering.png?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/BICon-AI-Steering.png?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":9551,"url":"https:\/\/bicon.li\/en\/2026\/06\/05\/bicon-transformation-portfolio-steering-independent-review\/","url_meta":{"origin":8235,"position":1},"title":"Independent Review of BICon Transformation Portfolio Steering","author":"Volkmar Ritter","date":"2026-06-05","format":false,"excerpt":"AI Governance, Portfolio Steering and EU AI Act Compliance Put to the Test As artificial intelligence moves from experimentation to large-scale deployment, organisations face a new challenge: The question is no longer whether AI should be used. The question is how dozens or even hundreds of AI initiatives can be\u2026","rel":"","context":"In &quot;Artificial Intelligence&quot;","block_context":{"text":"Artificial Intelligence","link":"https:\/\/bicon.li\/en\/category\/artificialintelligence\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/06\/Review-BICon-Digital.png?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/06\/Review-BICon-Digital.png?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/06\/Review-BICon-Digital.png?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/06\/Review-BICon-Digital.png?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/06\/Review-BICon-Digital.png?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":9333,"url":"https:\/\/bicon.li\/en\/2026\/05\/20\/transformation-portfolio-steering-extending-portfolio-logic-to-ai-digital-and-innovation\/","url_meta":{"origin":8235,"position":2},"title":"Transformation Portfolio Steering: Extending Portfolio Logic to AI, Digital and Innovation","author":"Volkmar Ritter","date":"2026-05-20","format":false,"excerpt":"One of the more interesting observations during the development of the BICon AI Portfolio Steering platform was that many organisations may not actually operate a dedicated \u201cAI portfolio\u201d. Especially in small and medium-sized organisations, AI initiatives are often embedded within broader digital-transformation programmes rather than managed as standalone strategic domains.\u2026","rel":"","context":"In &quot;BICon News&quot;","block_context":{"text":"BICon News","link":"https:\/\/bicon.li\/en\/category\/news\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/Portfolio-1.png?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/Portfolio-1.png?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/Portfolio-1.png?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/Portfolio-1.png?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/Portfolio-1.png?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":9033,"url":"https:\/\/bicon.li\/en\/2026\/05\/06\/the-end-of-the-mvp-era-as-we-know-it\/","url_meta":{"origin":8235,"position":3},"title":"The End of the MVP Era as We Know It","author":"Volkmar Ritter","date":"2026-05-06","format":false,"excerpt":"From Scarcity to Abundance For more than two decades, the concept of the Minimum Viable Product shaped how digital products were designed, prioritised, and implemented. The underlying logic was highly rational. In a world where software development was expensive, slow, and organisationally fragmented, reducing scope was essential. Products had to\u2026","rel":"","context":"In &quot;Artificial Intelligence&quot;","block_context":{"text":"Artificial Intelligence","link":"https:\/\/bicon.li\/en\/category\/artificialintelligence\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/MVP2.png?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/MVP2.png?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/MVP2.png?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/MVP2.png?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/MVP2.png?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":9250,"url":"https:\/\/bicon.li\/en\/2026\/05\/11\/when-portfolio-construction-becomes-conversational\/","url_meta":{"origin":8235,"position":4},"title":"The Future of Portfolio Construction Has Arrived: Deterministic Finance Meets AI Intelligence","author":"Volkmar Ritter","date":"2026-05-11","format":false,"excerpt":"For decades, professional portfolio construction followed a familiar pattern: research, spreadsheets, static models, manual comparison, presentation decks and endless iterations. Even sophisticated investment workflows often remained fragmented across disconnected tools and processes. But something fundamental is changing. AI is not just accelerating content generation.It is beginning to reshape how investment\u2026","rel":"","context":"In &quot;Artificial Intelligence&quot;","block_context":{"text":"Artificial Intelligence","link":"https:\/\/bicon.li\/en\/category\/artificialintelligence\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/Compare-e1778502761776.png?fit=1200%2C987&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/Compare-e1778502761776.png?fit=1200%2C987&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/Compare-e1778502761776.png?fit=1200%2C987&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/Compare-e1778502761776.png?fit=1200%2C987&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/05\/Compare-e1778502761776.png?fit=1200%2C987&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":8508,"url":"https:\/\/bicon.li\/en\/2026\/04\/10\/the-end-of-coding-from-craft-to-capability\/","url_meta":{"origin":8235,"position":5},"title":"The End of Coding? Or just the end of coding as we know it","author":"Volkmar Ritter","date":"2026-04-10","format":false,"excerpt":"From Craft to Capability Every day, tools like Claude Code or OpenAI's Codex deliver results that would have felt unrealistic not long ago. Entire features are generated in seconds, bugs are identified and fixed almost instantly, and even refactoring suggestions come with clear explanations. But the real shift goes beyond\u2026","rel":"","context":"In &quot;Artificial Intelligence&quot;","block_context":{"text":"Artificial Intelligence","link":"https:\/\/bicon.li\/en\/category\/artificialintelligence\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/04\/Code.png?fit=1200%2C797&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/04\/Code.png?fit=1200%2C797&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/04\/Code.png?fit=1200%2C797&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/04\/Code.png?fit=1200%2C797&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/bicon.li\/wp-content\/uploads\/2026\/04\/Code.png?fit=1200%2C797&ssl=1&resize=1050%2C600 3x"},"classes":[]}],"publishpress_future_action":{"enabled":false,"date":"2026-06-20 15:07:05","action":"change-status","newStatus":"draft","terms":[],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/bicon.li\/en\/wp-json\/wp\/v2\/posts\/8235","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bicon.li\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bicon.li\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bicon.li\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bicon.li\/en\/wp-json\/wp\/v2\/comments?post=8235"}],"version-history":[{"count":0,"href":"https:\/\/bicon.li\/en\/wp-json\/wp\/v2\/posts\/8235\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bicon.li\/en\/wp-json\/wp\/v2\/media\/8267"}],"wp:attachment":[{"href":"https:\/\/bicon.li\/en\/wp-json\/wp\/v2\/media?parent=8235"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bicon.li\/en\/wp-json\/wp\/v2\/categories?post=8235"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bicon.li\/en\/wp-json\/wp\/v2\/tags?post=8235"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}