{"id":9079,"date":"2025-12-01T08:00:17","date_gmt":"2025-12-01T07:00:17","guid":{"rendered":"https:\/\/holisticds.com\/articulo\/ai-implementation-5-steps\/"},"modified":"2025-11-26T16:07:17","modified_gmt":"2025-11-26T15:07:17","slug":"ai-implementation-5-steps","status":"publish","type":"articulo","link":"https:\/\/holisticds.com\/en\/articulo\/ai-implementation-5-steps\/","title":{"rendered":"How to start implementing AI in your company: 5 key steps"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">In 2025, talking about <\/span><b>\u201cimplementing AI\u201d<\/b><span style=\"font-weight: 400;\"> in a company sounds about as generic as \u201cinstalling electricity\u201d. Both can be used for a huge range of tasks, but every organisation uses them differently depending on their needs and processes.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Artificial intelligence can be applied to tasks such as analysing data, serving customers, forecasting demand or automating processes, among many others. The mistake is to approach this technology as if it were a magical, one-size-fits-all solution that will \u201cfix\u201d every problem in the company. In practice,<\/span><b> the organisations that extract the most value from AI are those that integrate it strategically into their business processes.<\/b><\/p>\n<p><span style=\"font-weight: 400;\">In this article, we set out what we see as the <\/span><b>5 key steps companies should take to successfully implement artificial intelligence.<\/b><\/p>\n<h2><span style=\"font-weight: 400;\">5 steps to get started with AI in your company<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Implementing AI in a company is a transformation that involves people, processes and technology.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">These five steps provide a practical and strategic guide to getting started with AI in the organisation. From identifying the right profiles and selecting use cases with real impact, to launching pilots, building internal capabilities and, finally, scaling solutions that work.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Step 1: Start with people<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Contrary to what many might think, the first step is <\/span><b>not<\/b><span style=\"font-weight: 400;\"> choosing a model or a platform. It is <\/span><b>identifying the right people<\/b><span style=\"font-weight: 400;\"> inside the organisation to drive the change.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You need a core group of sponsors who understand the business in depth (processes, bottlenecks, metrics, etc.) and who also have a <\/span><b>basic level of AI literacy.<\/b><span style=\"font-weight: 400;\"> They should know what AI can and cannot do, where its limits are and how its outputs should be validated. This combination is what allows you to connect real needs with technological capabilities and avoid AI ending up as another \u201cshowcase project\u201d with little real impact.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In parallel, it is advisable to define clear and <\/span><b>responsible ground rules <\/b><span style=\"font-weight: 400;\">from the outset, such as usage policies, human review, data privacy, security and risk management.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This human dimension also <\/span><b>requires structured upskilling and reskilling<\/b><span style=\"font-weight: 400;\"> initiatives. According to the World Economic Forum (<\/span><a href=\"https:\/\/www.weforum.org\/publications\/the-future-of-jobs-report-2023\/\"><span style=\"font-weight: 400;\">link here<\/span><\/a><span style=\"font-weight: 400;\">), the evolution of roles and skills over the coming years will increasingly depend on stronger digital competencies, data skills and collaboration with intelligent systems.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Step 2: Identify use cases<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Once the sponsoring team is in place, the next step is to<\/span><b> identify specific use cases<\/b><span style=\"font-weight: 400;\"> and prioritise them.<\/span><\/p>\n<p><b>Specialised AI partners can be very helpful at this stage by providing expert guidance<\/b><span style=\"font-weight: 400;\">. You can also use structured decision-making methodologies, paying particular attention to variables such as:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Expected economic value: <\/b><span style=\"font-weight: 400;\">cost savings or additional revenue.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ease of implementation: <\/b><span style=\"font-weight: 400;\">data availability and quality, technical complexity, organiational change required.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Associated risk: <\/b><span style=\"font-weight: 400;\">privacy, bias, security or dependency on third parties.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Studies <\/span><a href=\"https:\/\/www.mckinsey.com\/capabilities\/tech-and-ai\/our-insights\/the-economic-potential-of-generative-ai-the-next-productivity-frontier\"><span style=\"font-weight: 400;\">such as this from McKinsey &amp; Company<\/span><\/a><span style=\"font-weight: 400;\"> show that the greatest AI opportunities are often found in <\/span><b>cross-functional areas<\/b><span style=\"font-weight: 400;\"> such as customer service, sales and marketing, back office and operations.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">These are the domains where the <\/span><b>largest productivity <\/b><span style=\"font-weight: 400;\">gains and <\/span><b>time savings <\/b><span style=\"font-weight: 400;\">typically appear in tasks such as drafting documents, searching for information, analysing data or providing support. This is why it makes sense to start with processes that rely on reliable, repeatable data and leave high regulatory risk or highly uncertain return-on-investment cases for later.<\/span><\/p>\n<p><a href=\"https:\/\/sloanreview.mit.edu\/projects\/the-future-of-strategic-measurement-enhancing-kpis-with-ai\/\"><span style=\"font-weight: 400;\">Research from MIT Sloan Management Review<\/span><\/a><span style=\"font-weight: 400;\"> and BCG indicates that when AI is introduced, <\/span><b>traditional KPIs should be reviewed <\/b><span style=\"font-weight: 400;\">and extended, because new metrics often provide a clearer picture of impact. For example, <\/span><b>data quality or the proportion of AI outputs that are effectively reviewed by humans<\/b><span style=\"font-weight: 400;\"> can be just as important as classic financial indicators.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Step 3: Move fast and launch initiatives<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Once use cases have been prioritised, it is important to <\/span><b>move quickly.<\/b><\/p>\n<p><span style=\"font-weight: 400;\">It is better to launch a tightly scoped 60-90 day pilot than to spend six months writing documentation. The purpose of <\/span><b>agile pilots<\/b><span style=\"font-weight: 400;\"> is not perfection but <\/span><b>learning<\/b><span style=\"font-weight: 400;\">. They help validate hypotheses, quantify benefits, understand data or integration limitations and fine-tune the design of the human\u2013AI workflow.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Before launching a pilot, you should define the baseline, the <\/span><b>success KPIs<\/b><span style=\"font-weight: 400;\"> and <\/span><b>clear \u201cgo\/no-go\u201d criteria<\/b><span style=\"font-weight: 400;\">. In other words, what results would justify scaling the solution and what outcomes would indicate that it should be stopped or redesigned.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Companies that manage to scale AI successfully <\/span><b>combine speed with solid governance<\/b><span style=\"font-weight: 400;\">. They professionalise the transition from pilot to real production early on. This involves adapting processes, ensuring operational support, monitoring results and controlling costs.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Studies from <\/span><a href=\"https:\/\/www.deloitte.com\/us\/en\/what-we-do\/capabilities\/applied-artificial-intelligence\/content\/state-of-generative-ai-in-enterprise.html\"><span style=\"font-weight: 400;\">Deloitte<\/span><\/a><span style=\"font-weight: 400;\"> and MIT Sloan Management Review point out that the main bottlenecks are not only technical: <\/span><b>data governance, risk management, executive sponsorship<\/b><span style=\"font-weight: 400;\"> and post-launch support are equally important. That is why pilots should be designed from day one with an eye on how the solution will operate once it is <\/span><b>in production.<\/b><\/p>\n<h3><span style=\"font-weight: 400;\">Step 4: Build technological and human capabilities<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Once the first lessons have been learned, the focus shifts to<\/span><b> building capabilities<\/b><span style=\"font-weight: 400;\">. This needs to happen on <\/span><b>several levels.<\/b><\/p>\n<p><span style=\"font-weight: 400;\">On the <\/span><b>technology<\/b><span style=\"font-weight: 400;\"> side, everything starts with access to the right tools and with <\/span><b>data<\/b><span style=\"font-weight: 400;\">: its quality, traceability, security, accessibility and a<\/span><i><span style=\"font-weight: 400;\"> privacy-by-design<\/span><\/i><span style=\"font-weight: 400;\"> approach are all crucial.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A very useful pattern in many projects is <\/span><b>Retrieval-Augmented Generation (RAG) <\/b><span style=\"font-weight: 400;\">applied to corporate knowledge. It helps keep context up to date and reduces model \u201challucinations\u201d.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">On the <\/span><b>human<\/b><span style=\"font-weight: 400;\"> side, the ideal path is to build a <\/span><b>hybrid in-house team <\/b><span style=\"font-weight: 400;\">that combines increasingly specialised AI profiles such as data engineers, prompt and conversation designers and process specialists.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In Europe, it is important to align these efforts with <\/span><a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/policies\/regulatory-framework-ai\"><span style=\"font-weight: 400;\">AI Act<\/span><\/a><span style=\"font-weight: 400;\"> requirements, which include classifying systems by risk level, ensuring proper data management and documenting high-risk solutions in detail.<\/span><\/p>\n<p><b>Continuous reskilling <\/b><span style=\"font-weight: 400;\">is another critical piece. According to the World Economic Forum\u2019s <\/span><b>Future of Jobs Report<\/b><span style=\"font-weight: 400;\">, task reconfiguration driven by AI requires sustained training programmes to maintain employability and productivity. Companies that approach this proactively not only reduce the friction of the transition, they also increase their ability to capture value in the medium and long term.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Step 5: Scale up<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">When a use case has proven its value and is properly governed,<\/span><b> it is time to scale it. <\/b><span style=\"font-weight: 400;\">This can be done <\/span><b>horizontally<\/b><span style=\"font-weight: 400;\"> (the same solution in more units or countries) or <\/span><b>vertically<\/b><span style=\"font-weight: 400;\"> (the same family of tasks in adjacent processes).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To scale in a robust way, it is essential to <\/span><b>standardise what has been learned.<\/b><span style=\"font-weight: 400;\"> That means having <\/span><b>reusable components<\/b><span style=\"font-weight: 400;\">, deployment templates and a catalogue of best practices that sets out the required data, monitoring metrics, usage limits and the roles involved.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At the same time, you need to keep a close eye on the <\/span><b>external environment<\/b><span style=\"font-weight: 400;\">. That includes available investment, the evolution of talent and regulation. Reports such as <\/span><a href=\"https:\/\/hai-production.s3.amazonaws.com\/files\/hai_ai-index-report-2024-smaller2.pdf\"><span style=\"font-weight: 400;\">Stanford University\u2019s AI Index<\/span><\/a><span style=\"font-weight: 400;\"> show an ever-faster pace of innovation, new models and funding, alongside tighter regulation and wider enterprise adoption.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This is why it is advisable to review the company\u2019s <\/span><b>AI roadmap at least once a year.<\/b><span style=\"font-weight: 400;\"> It should be adjusted to this constantly changing landscape, so that new improvements are informed both by internal learning and by external developments.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At this point, <\/span><b>AI stops being a novelty inside the organisation and becomes another tool embedded in processes and ways of working.<\/b><\/p>\n<h2><span style=\"font-weight: 400;\">Getting started with AI in your company means activating a process of change<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Ultimately, <\/span><b>getting started with AI is much more than a technology project.<\/b><span style=\"font-weight: 400;\"> It means setting in motion a transformation that combines strategic vision, operational discipline and cultural readiness. Organisations that approach it methodically manage to turn AI into a real lever for productivity and competitive advantage.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At <\/span><b>Holistic Data Solutions<\/b><span style=\"font-weight: 400;\">, we support organisations at every stage of this journey. From opportunity assessment and use case selection through to pilot execution, production deployment and team training.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you would like to explore how to get started with AI in your company in a safe, measurable and high-impact way,<\/span><a href=\"https:\/\/holisticds.com\/en\/contact\/\"><span style=\"font-weight: 400;\"> contact us.<\/span><\/a><\/p>\n  <div class=\"related-post grid\">\r\n        <h2 class=\"headline\">Related Articles<\/h2>\r\n    <div class=\"post-list \">\r\n\r\n            <div class=\"item\">\r\n            <div class=\"thumb post_thumb\">\r\n    <a  title=\"What is FP&#038;A and why is it important?\" href=\"https:\/\/holisticds.com\/en\/articulo\/what-is-fpa-and-why-is-it-important\/\">\r\n\r\n      <img fetchpriority=\"high\" decoding=\"async\" width=\"620\" height=\"414\" src=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/06\/Blog_fpa.png\" class=\"attachment-full size-full wp-post-image\" alt=\"Blog fp&amp;a\" srcset=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/06\/Blog_fpa.png 620w, https:\/\/holisticds.com\/wp-content\/uploads\/2022\/06\/Blog_fpa-300x200.png 300w\" sizes=\"(max-width: 620px) 100vw, 620px\" \/>\r\n\r\n    <\/a>\r\n  <\/div>\r\n\r\n  <a class=\"title post_title\"  title=\"What is FP&#038;A and why is it important?\" href=\"https:\/\/holisticds.com\/en\/articulo\/what-is-fpa-and-why-is-it-important\/\">\r\n        What is FP&#038;A and why is it important?  <\/a>\r\n\r\n  <p class=\"excerpt post_excerpt\">\r\n    In a context like the current one where financial instability and market volatility are so present, it is normal that <a class=\"read-more\" href=\"https:\/\/holisticds.com\/en\/articulo\/what-is-fpa-and-why-is-it-important\/\"> [...]<\/a>  <\/p>\r\n        <\/div>\r\n              <div class=\"item\">\r\n            <div class=\"thumb post_thumb\">\r\n    <a  title=\"What is BOARD and benefits\" href=\"https:\/\/holisticds.com\/en\/articulo\/board-software-purpose-and-benefits\/\">\r\n\r\n      <img decoding=\"async\" width=\"743\" height=\"337\" src=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/08\/post_2a.png\" class=\"attachment-full size-full wp-post-image\" alt=\"Post 2a\" srcset=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/08\/post_2a.png 743w, https:\/\/holisticds.com\/wp-content\/uploads\/2022\/08\/post_2a-300x136.png 300w\" sizes=\"(max-width: 743px) 100vw, 743px\" \/>\r\n\r\n    <\/a>\r\n  <\/div>\r\n\r\n  <a class=\"title post_title\"  title=\"What is BOARD and benefits\" href=\"https:\/\/holisticds.com\/en\/articulo\/board-software-purpose-and-benefits\/\">\r\n        What is BOARD and benefits  <\/a>\r\n\r\n  <p class=\"excerpt post_excerpt\">\r\n    Board International was founded in the 1990s with the aim of being a Self-Service Analysis and Reporting, which goes through <a class=\"read-more\" href=\"https:\/\/holisticds.com\/en\/articulo\/board-software-purpose-and-benefits\/\"> [...]<\/a>  <\/p>\r\n        <\/div>\r\n              <div class=\"item\">\r\n            <div class=\"thumb post_thumb\">\r\n    <a  title=\"5 tips for optimizing financial planning and analysis (FP&#038;A)\" href=\"https:\/\/holisticds.com\/en\/articulo\/5-tips-for-optimizing-financial-planning-and-analysis-fpa\/\">\r\n\r\n      <img decoding=\"async\" width=\"939\" height=\"625\" src=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/11\/Blog_5tips_analisis_financieros.png\" class=\"attachment-full size-full wp-post-image\" alt=\"Blog 5tips analisis financieros\" srcset=\"https:\/\/holisticds.com\/wp-content\/uploads\/2022\/11\/Blog_5tips_analisis_financieros.png 939w, https:\/\/holisticds.com\/wp-content\/uploads\/2022\/11\/Blog_5tips_analisis_financieros-300x200.png 300w, https:\/\/holisticds.com\/wp-content\/uploads\/2022\/11\/Blog_5tips_analisis_financieros-768x511.png 768w\" sizes=\"(max-width: 939px) 100vw, 939px\" \/>\r\n\r\n    <\/a>\r\n  <\/div>\r\n\r\n  <a class=\"title post_title\"  title=\"5 tips for optimizing financial planning and analysis (FP&#038;A)\" href=\"https:\/\/holisticds.com\/en\/articulo\/5-tips-for-optimizing-financial-planning-and-analysis-fpa\/\">\r\n        5 tips for optimizing financial planning and analysis (FP&#038;A)  <\/a>\r\n\r\n  <p class=\"excerpt post_excerpt\">\r\n    Time and money. 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