{"id":587,"date":"2025-12-31T06:59:52","date_gmt":"2025-12-31T06:59:52","guid":{"rendered":"https:\/\/www.contata.com\/blog\/?post_type=news&#038;p=587"},"modified":"2026-02-24T12:13:58","modified_gmt":"2026-02-24T12:13:58","slug":"building-ai-capabilities-strategies-for-companies-without-extensive-ai-teams","status":"publish","type":"news","link":"https:\/\/www.contata.com\/blog\/building-ai-capabilities-strategies-for-companies-without-extensive-ai-teams\/","title":{"rendered":"Building AI Capabilities: Strategies for Companies Without Extensive AI Teams"},"content":{"rendered":"\r\n\r\n\r\n\r\n\r\n<h2 class=\"has-medium-font-size\"><span class=\"TextRun SCXW80242177 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW80242177 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">The Challenge of the AI Talent Gap<\/span><\/span><\/h2>\r\n\r\n\r\n\r\n<p><span class=\"TextRun SCXW110409013 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110409013 BCX0\" data-ccp-charstyle=\"normaltextrun\"><span class=\"TextRun SCXW105521368 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">Before jumping into solutions,\u00a0<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">it\u2019s<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0worth acknowledging the challenge. There is a\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">well-documented<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\"> AI skills shortage in the market. In a recent survey, 68% of CEOs said there is a lack of skilled talent to manage AI technology in their organization<\/span><\/span><span class=\"TextRun SCXW105521368 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">. Many companies are in the same\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">boat they<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0recognize AI\u2019s importance, but they simply\u00a0<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">don\u2019t<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0have people with AI\u00a0<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">expertise<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0(and\u00a0<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">can\u2019t<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0easily afford to hire\u00a0<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\">PhD-level<\/span><span class=\"NormalTextRun SCXW105521368 BCX0\" data-ccp-charstyle=\"normaltextrun\"> experts given competition and salaries). This gap can make AI projects feel intimidating or out of reach.<\/span><\/span><\/span><\/span><\/p>\r\n<p><span data-contrast=\"auto\">However, you\u00a0likely have\u00a0<\/span><b><span data-contrast=\"auto\">business experts, domain experts, and IT\/generalist staff<\/span><\/b><span data-contrast=\"auto\"> who understand your processes and data. The key is to combine their knowledge with external resources and efficient technologies to get started. Also, remember that AI capability\u00a0isn\u2019t\u00a0built\u00a0overnight think\u00a0of it as a gradual journey of\u00a0capacity building.\u202f<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\r\n<p><span data-contrast=\"auto\">Let\u2019s\u00a0look at several strategies in detail:<\/span><\/p>\r\n<h3><span class=\"TextRun SCXW9774718 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW9774718 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">1. Partner with External Experts and Vendors<\/span><\/span><\/h3>\r\n<p><span class=\"TextRun SCXW189255273 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW189255273 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">One of the fastest ways to inject AI\u00a0<\/span><span class=\"NormalTextRun SCXW189255273 BCX0\" data-ccp-charstyle=\"normaltextrun\">know-how<\/span><span class=\"NormalTextRun SCXW189255273 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0into your company is to\u00a0<\/span><\/span><span class=\"TextRun SCXW189255273 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW189255273 BCX0\" data-ccp-charstyle=\"normaltextrun\"><strong>borrow it from<\/strong> outside<\/span><\/span><span class=\"TextRun SCXW189255273 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW189255273 BCX0\" data-ccp-charstyle=\"normaltextrun\">. This can take a few forms:<\/span><span class=\"NormalTextRun SCXW189255273 BCX0\" data-ccp-charstyle=\"eop\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;920dbcde-2834-5e15-a5fa-062170b236ba|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;eop&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;eop&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><\/p>\r\n<ul>\r\n<li><strong>Consultants and AI Service Providers:<\/strong> There are many <a href=\"https:\/\/www.contata.com\/ai-transformation-consultant\">AI consulting firms<\/a> and vendors that specialize in helping businesses implement <a href=\"https:\/\/www.contata.com\/ai-consulting\">AI solutions<\/a>. Engaging a reputable firm can give you instant access to experienced data scientists and <a href=\"https:\/\/www.contata.com\/data-engineering\">engineers<\/a>. They can handle end-to-end development of a pilot project or solution for you. For example, you might hire a consultant to build a custom predictive model for inventory forecasting, or to implement a computer vision system in your manufacturing line. While consultants cost money, consider it an investment not just in a solution, but in learning make sure they transfer knowledge to your team as part of the engagement. A short-term engagement can accelerate your AI adoption dramatically.<\/li>\r\n<li><strong>Vendors with Pre-Built Solutions:<\/strong> In many domains, there are AI-powered software solutions you can buy or subscribe to. These often bundle the AI expertise into the product, so you don\u2019t need to develop anything from scratch. For instance, if you want AI-driven customer service, companies offer AI chatbot platforms or virtual agents you can customize to your business. CRM and ERP software vendors are embedding AI features (like sales lead scoring, demand forecasting) into their tools. By using these, you leverage the vendor\u2019s AI team implicitly. This is a great route when your needs align with common use cases for which software exists. It\u2019s often as simple as enabling a feature or doing a basic configuration no AI team required on your end.<\/li>\r\n<li><strong>Academic Partnerships:<\/strong> If you have a local university or college with a <a href=\"https:\/\/www.contata.com\/data-science\">data science<\/a> program, consider forming a partnership. This could be sponsoring a capstone project, where students work on your real business problem as part of their curriculum. Or it could be an internship program where you bring on a graduate student for the summer to prototype an AI solution. Universities are often eager to collaborate with industry for practical experience. The students (with faculty oversight) get to work on something real, and you get bright minds tackling your problem at low cost. Sometimes these projects yield great results; even if not, they can help you explore ideas cheaply. And you might identify talent to hire later which leads to the next strategy.<\/li>\r\n<\/ul>\r\n<h3><span class=\"TextRun SCXW144645708 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW144645708 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">2. Strategic Hiring and Upskilling<\/span><\/span><\/h3>\r\n<p><span class=\"TextRun SCXW142549855 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW142549855 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">While you may not have an extensive AI team now, you can\u00a0<\/span><\/span><span class=\"TextRun SCXW142549855 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW142549855 BCX0\" data-ccp-charstyle=\"normaltextrun\">grow one incrementally<\/span><\/span><span class=\"TextRun SCXW142549855 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW142549855 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0through smart hiring and training:<\/span><\/span><\/p>\r\n<ul>\r\n<li><strong>Hire an \u201cAI Lead\u201d or Catalyst:<\/strong> You might not afford a whole team, but consider hiring one knowledgeable AI professional who can serve as a catalyst internally. This could be a midlevel data scientist or machine learning engineer who has a few successful projects under their belt. Their role would be to lead initial projects, advise on tool selection, and, importantly, mentor your existing staff to build skills. Essentially, they seed the expertise in your organization. When hiring, look for someone excited about building from scratch and wearing multiple hats (as opposed to someone who only wants to do pure research). One good person can train others and set up best practices.<\/li>\r\n<li><strong>Upskill Your Existing Team:<\/strong> Identify people on your staff who have the interest and aptitude for AI. Often, folks in roles like business analyst, software developer, IT analyst, or even quantitatively minded people in operations or marketing can learn AI skills. Invest in their training send them to a reputable AI\/ML bootcamp, pay for online courses or certifications, or allocate them time to self-study and experiment. There are many resources (Coursera, edX, Data Camp, etc.) that can bring someone up to speed on practical machine learning. Of course, they won\u2019t become an expert overnight, but they can start contributing to projects. Importantly, they also know your business deeply, so they can bridge AI knowledge with domain knowledge. Some companies create an internal \u201cAI champion\u201d program: a few employees get intensive training and then lead pilot projects. Upskilling takes time, but it\u2019s building your talent from within, which may be more sustainable and cost-effective than trying to hire a full team in a competitive market.<\/li>\r\n<li><strong>Encourage Cross-Functional AI Teams:<\/strong> When you do start an AI project, make it a joint effort between those with any technical skill and those with business context. For example, pair a software developer and a business analyst to work on an AI prototype the developer can handle technical integration, the analyst understands the data and need. This crosspollination means the business folks learn more about AI and the tech folks learn more about the business. Over time, you cultivate \u201cT-shaped\u201d team members who have broad domain knowledge and some depth in AI. Even without a formal AI team, these cross-functional teams can drive initiatives.<\/li>\r\n<\/ul>\r\n<p><span class=\"TextRun SCXW141466459 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW141466459 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">A quick side note:\u00a0<\/span><span class=\"NormalTextRun SCXW141466459 BCX0\" data-ccp-charstyle=\"normaltextrun\">Don\u2019t<\/span><span class=\"NormalTextRun SCXW141466459 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0overlook\u00a0<\/span><\/span><span class=\"TextRun SCXW141466459 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW141466459 BCX0\" data-ccp-charstyle=\"normaltextrun\">employee enthusiasm<\/span><\/span><span class=\"TextRun SCXW141466459 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW141466459 BCX0\" data-ccp-charstyle=\"normaltextrun\">. In many organizations, there are people dabbling in AI on their own time (<\/span><span class=\"NormalTextRun SCXW141466459 BCX0\" data-ccp-charstyle=\"normaltextrun\">maybe they<\/span><span class=\"NormalTextRun SCXW141466459 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0play with Python at home, or they read up on AI news). Seek them out! Give them opportunities to contribute. Passion can compensate for lack of formal experience, especially when building prototypes.<\/span><\/span><\/p>\r\n<h3><span class=\"NormalTextRun SCXW78752805 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">3.\u00a0<\/span><span class=\"NormalTextRun SCXW78752805 BCX0\" data-ccp-charstyle=\"normaltextrun\">Utilize<\/span><span class=\"NormalTextRun SCXW78752805 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0AI Platforms and Automation Tools<\/span><\/h3>\r\n<p><span class=\"TextRun SCXW159804237 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW159804237 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">The AI industry is\u00a0<\/span><span class=\"NormalTextRun AdvancedProofingIssueV2Themed SCXW159804237 BCX0\" data-ccp-charstyle=\"normaltextrun\">well aware<\/span><span class=\"NormalTextRun SCXW159804237 BCX0\" data-ccp-charstyle=\"normaltextrun\"> of the talent shortage, and one response has been the rise of tools that automate a lot of AI development or make it possible for non-experts to do AI tasks. Leverage these:<\/span><span class=\"NormalTextRun SCXW159804237 BCX0\" data-ccp-charstyle=\"eop\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;920dbcde-2834-5e15-a5fa-062170b236ba|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;eop&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;eop&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><span class=\"EOP SCXW159804237 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\r\n<ul>\r\n<li><strong>AutoML Tools:<\/strong> AutoML (Automated Machine Learning) platforms allow you to input data and some objectives, and they will automatically try out multiple algorithms, tune hyperparameters, and sometimes even do feature engineering to give you a working model. Examples include Google\u2019s Cloud AutoML, H2O.ai\u2019s Driverless AI, Data Robot, and open-source libraries like Auto-sklearn or TPOT. These tools are not magic they won\u2019t understand your business context but they can handle the heavy lifting of model selection and optimization. This lowers the barrier because your team can focus on preparing the data and interpreting results, rather than coding algorithms from scratch. AutoML can quickly give a baseline model that might be good enough for use or at least proves feasibility.<\/li>\r\n<li><strong>No-Code AI Services:<\/strong> Similar to AutoML, some services provide a no-code interface to do things like build a prediction model or a simple chatbot. For instance, there are no-code platforms to create AI chatbots where you just feed FAQs and examples, and the platform trains the NLP (Natural Language Processing) model behind the scenes. If your team is not comfortable with programming, these interfaces can be a boon. Even for more complex tasks like image recognition, some platforms let you upload images and they handle training a model. The trade-off is less flexibility, but for many straightforward applications, it\u2019s perfectly sufficient.<\/li>\r\n<li><strong>Cloud AI APIs:<\/strong> All major cloud providers (and many startups) offer API endpoints for common AI tasks vision recognition, speech-to-text, language translation, anomaly detection, etc. Using an API is relatively easy for a developer (anyone who can call a web service can integrate an AI API). So, you can add sophisticated AI features to your software without needing any AI expertise about how it works. For example, want to analyze customer sentiment? Call an NLP sentiment API on your text data. Need to detect defects in product images? Use a vision API for object detection. These APIs cost money per use, but they save you from having to reinvent the wheel and require zero ML knowledge. You will need a developer to plug it in, but that\u2019s a standard IT task.<\/li>\r\n<\/ul>\r\n<p><span class=\"NormalTextRun SCXW15281411 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">By harnessing these tools, a small IT or analytics team can implement AI solutions that would otherwise require specialized knowledge.\u00a0<\/span><span class=\"NormalTextRun SCXW15281411 BCX0\" data-ccp-charstyle=\"normaltextrun\">It\u2019s<\/span><span class=\"NormalTextRun SCXW15281411 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0like having a power tool instead of a hand\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW15281411 BCX0\" data-ccp-charstyle=\"normaltextrun\">tool you<\/span><span class=\"NormalTextRun SCXW15281411 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0amplify what your existing team can do.<\/span><span class=\"NormalTextRun SCXW15281411 BCX0\" data-ccp-charstyle=\"eop\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;920dbcde-2834-5e15-a5fa-062170b236ba|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;eop&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;eop&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/p>\r\n<h3><span class=\"TextRun SCXW175544172 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW175544172 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">4. Build a Data Culture and AI Mindset<\/span><\/span><\/h3>\r\n<p><span class=\"TextRun SCXW61784588 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW61784588 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">While technical strategies are important,\u00a0<\/span><span class=\"NormalTextRun SCXW61784588 BCX0\" data-ccp-charstyle=\"normaltextrun\">don\u2019t<\/span><span class=\"NormalTextRun SCXW61784588 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0ignore the\u00a0<\/span><\/span><span class=\"TextRun SCXW61784588 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW61784588 BCX0\" data-ccp-charstyle=\"normaltextrun\">cultural and mindset aspect<\/span><\/span><span class=\"TextRun SCXW61784588 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW61784588 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0of building AI capability. Even without a formal AI team, you can lay the groundwork so that AI projects can thrive:<\/span><\/span><\/p>\r\n<ul>\r\n<li><strong>Promote Data Literacy:<\/strong> Encourage employees to become more comfortable with data and basic analytics. Host workshops or lunch-and-learns about interpreting data, using <a href=\"https:\/\/www.contata.com\/business-intelligence\">BI (business intelligence)<\/a> tools, and understanding statistics. The more data-literate your workforce is, the easier it will be to implement AI solutions, because people will trust and understand them better. For example, if you roll out an AI-driven dashboard, a data-savvy team is more likely to use it effectively.<\/li>\r\n<li><strong>Leadership Support and Vision:<\/strong> Leaders should articulate that AI is a priority and that it\u2019s okay to invest time in learning and experimenting. When top management is on board, it frees up employees to dedicate time to AI initiatives without fear. Leadership can also set realistic expectations making clear that it\u2019s a learning process and initial projects might be small. If your leaders publicly celebrate even minor AI successes (like a prototype that automated a task for one department), it boosts morale and interest. As one study noted, companies with successful AI adoption often have strong leadership vision on AI and a robust governance framework.<br \/>Encourage Experimentation: Create an environment where trying out AI ideas is encouraged, even if some don\u2019t pan out. Maybe allocate an \u201cinnovation budget\u201d or give teams a day a month to hack on new ideas (some companies do AI hackathons internally). When employees see that the company is supportive of innovation and not punishing if an experiment fails, they are more likely to engage and learn. Over time, this experimentation can surface practical AI uses that leadership and the broader organization might not have thought of.<\/li>\r\n<li><strong>Community and Knowledge Sharing:<\/strong> If a few people in the company start learning AI, get them to share their knowledge. Perhaps one person learned how to use a new AI API they can demo it to others. Build an internal community (even if small) where people interested in AI can discuss ideas and findings. This could be as informal as a chat channel or a weekly huddle. The idea is to prevent isolation; by sharing knowledge, everyone comes up to speed faster. Over time, this can coalesce into a more formal \u201cAI Centre of Excellence\u201d or task force, even if those people are only part-time on AI.<\/li>\r\n<\/ul>\r\n<h3><span class=\"TextRun SCXW111796214 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW111796214 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">5. Focus on\u00a0<\/span><span class=\"NormalTextRun SCXW111796214 BCX0\" data-ccp-charstyle=\"normaltextrun\">High-Impact<\/span><span class=\"NormalTextRun SCXW111796214 BCX0\" data-ccp-charstyle=\"normaltextrun\">, Feasible Projects<\/span><\/span><span class=\"TextRun SCXW111796214 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW111796214 BCX0\" data-ccp-charstyle=\"eop\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;920dbcde-2834-5e15-a5fa-062170b236ba|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;eop&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;eop&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><\/h3>\r\n<p><span class=\"TextRun SCXW47309573 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW47309573 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">When you lack a big team, you must be smart in choosing where to put your limited AI capacity. Focus on projects that are\u00a0<\/span><\/span><strong><span class=\"TextRun SCXW47309573 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW47309573 BCX0\" data-ccp-charstyle=\"normaltextrun\">both impactful and\u00a0<\/span><span class=\"NormalTextRun SCXW47309573 BCX0\" data-ccp-charstyle=\"normaltextrun\">feasible<\/span><span class=\"NormalTextRun SCXW47309573 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0with minimal resources<\/span><\/span><\/strong><span class=\"TextRun SCXW47309573 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW47309573 BCX0\" data-ccp-charstyle=\"normaltextrun\">:<\/span><\/span><\/p>\r\n<ul>\r\n<li>Impactful means it solves a real pain point or unlocks noticeable value (e.g., reduces costs, improves revenue, saves significant time). If you only have bandwidth for one or two projects, pick ones that, if successful, will be clearly worthwhile to the business. This builds credibility for the AI effort and justifies further investment.<\/li>\r\n<li>Feasible means it\u2019s something your current people and tools can realistically handle. Maybe don\u2019t start with trying to implement cutting-edge deep learning that requires PhD expertise. Instead, maybe a regression model to optimize a marketing spend, or a simple classifier to prioritize customer leads. These can often be done with classic techniques or AutoML, and are easier to validate.<\/li>\r\n<\/ul>\r\n<p><span class=\"NormalTextRun SCXW77976499 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">By picking a project with the right balance, you set yourself up for a win that\u00a0<\/span><span class=\"NormalTextRun SCXW77976499 BCX0\" data-ccp-charstyle=\"normaltextrun\">demonstrates<\/span><span class=\"NormalTextRun SCXW77976499 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0the potential of having even a small AI capability. It becomes a cornerstone example you can point to when arguing for more resources or when expanding AI to other areas.<\/span><\/p>\r\n<p><span class=\"TextRun SCXW162810118 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">To illustrate: Suppose\u00a0<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">you\u2019re<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0a midsize retailer with no data science team.\u00a0<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">A feasible<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">,\u00a0<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">high-impact project could be implementing a basic recommendation engine for your e-<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">commerce site using a <a href=\"https:\/\/www.contata.com\/cloud-development\">cloud service<\/a>. You have lots of transaction data (strength), and there are prebuilt solutions to create \u201ccustomers also bought\u201d recommendations. It\u00a0<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">won\u2019t<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0require building custom deep learning models from scratch (which might be infeasible with your team), but it will drive sales (impact). Contrast that with something like trying to develop a new computer vision algorithm for inventory from\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">scratch likely<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0infeasible and\u00a0<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">maybe lower<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0direct impact.<\/span><span class=\"NormalTextRun SCXW162810118 BCX0\" data-ccp-charstyle=\"eop\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;920dbcde-2834-5e15-a5fa-062170b236ba|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;eop&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;eop&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><\/p>\r\n<p><span class=\"TextRun SCXW163749191 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW163749191 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">In summary, think strategically and pick your battles wisely.<\/span><span class=\"NormalTextRun SCXW163749191 BCX0\" data-ccp-charstyle=\"eop\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;920dbcde-2834-5e15-a5fa-062170b236ba|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;eop&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;eop&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><\/p>\r\n<h2><span class=\"TextRun SCXW180166453 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW180166453 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">Conclusion: Grow as You Go<\/span><\/span><\/h2>\r\n<p><span class=\"TextRun SCXW100560156 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">Building AI capabilities without an extensive team is absolutely\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">possible many<\/span><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0companies start this way. You begin by borrowing\u00a0<\/span><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">expertise<\/span><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0(through partners and tools),\u00a0<\/span><\/span><span class=\"TextRun SCXW100560156 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">learning by doing<\/span><\/span><span class=\"TextRun SCXW100560156 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">, and gradually transforming your workforce and infrastructure to be more\u00a0<\/span><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">AI<\/span><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">ready<\/span><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">. Each small project you do, each skill one of your employees learns, each process improved by\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">AI these<\/span><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0are building blocks. Over a couple of years, you might find that you have, in effect, built an AI team and ingrained AI into your operations,\u00a0<\/span><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">almost without<\/span><span class=\"NormalTextRun SCXW100560156 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0realizing it.<\/span><\/span><\/p>\r\n<p><span class=\"NormalTextRun SCXW126498903 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">Remember, even companies that today have big AI divisions often started with one or two curious individuals and a pilot project. The field of AI is becoming more accessible by the day. Take advantage of that trend, be resourceful, and\u00a0<\/span><span class=\"NormalTextRun SCXW126498903 BCX0\" data-ccp-charstyle=\"normaltextrun\">don\u2019t<\/span><span class=\"NormalTextRun SCXW126498903 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0be discouraged by not having a\u00a0<\/span><span class=\"NormalTextRun SCXW126498903 BCX0\" data-ccp-charstyle=\"normaltextrun\">Google<\/span><span class=\"NormalTextRun SCXW126498903 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW126498903 BCX0\" data-ccp-charstyle=\"normaltextrun\">sized<\/span><span class=\"NormalTextRun SCXW126498903 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0research lab. Your strength is in your agility and intimate business\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW126498903 BCX0\" data-ccp-charstyle=\"normaltextrun\">knowledge combine<\/span><span class=\"NormalTextRun SCXW126498903 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0that with external AI resources, and you can achieve impressive results.<\/span><\/p>\r\n<p><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">As you apply these strategies, also keep in mind our earlier discussions on readiness (Article 1) and quick wins (Article 2). Starting small and focusing on\u00a0<\/span><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\">business<\/span><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\">aligned<\/span><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0projects will help you make the most of your limited AI resources initially. And\u00a0<\/span><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\">in the long run<\/span><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\">,\u00a0<\/span><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\">you\u2019ll<\/span><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0have set the foundation to\u00a0<\/span><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\">perhaps justify<\/span><span class=\"NormalTextRun SCXW157192848 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0a larger dedicated AI team when the time is right.<\/span><\/p>\r\n\r\n\r\n\r\n<h2 class=\"has-medium-font-size\"><strong>FAQ: <span class=\"TextRun SCXW55552854 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW55552854 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">AI Capabilities Without a Big Team<\/span><\/span><br \/><\/strong><\/h2>\r\n\r\n\r\n\r\n<p><strong><span class=\"TextRun SCXW50382338 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW50382338 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">Q:<\/span><\/span><\/strong> <em><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">Is it realistic for a non<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">tech company to develop AI solutions without hiring data scientists?<\/span><\/em><span class=\"TextRun SCXW50382338 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW50382338 BCX0\" data-ccp-charstyle=\"scxw82631518\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;204bdb55-a092-56d9-b7cd-7d5bd46ad877|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;scxw82631518&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;scxw82631518&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW50382338 BCX0\"><span class=\"SCXW50382338 BCX0\">\u00a0<\/span><br class=\"SCXW50382338 BCX0\" \/><\/span><strong><span class=\"TextRun SCXW50382338 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW50382338 BCX0\" data-ccp-charstyle=\"normaltextrun\">A:<\/span><\/span><\/strong><span class=\"TextRun SCXW50382338 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"> <span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">Yes, in many cases\u00a0<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">it\u2019s<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0realistic to start that way. With today\u2019s off<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">the<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">shelf <a href=\"https:\/\/www.contata.com\/ai-transformation-service-company\">AI services<\/a> and user<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">friendly tools, companies have built useful AI applications using their existing staff plus maybe a bit of external help. For example, a small accounting firm might automate invoice categorization using a cloud AI\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">service none<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0of their employees are \u201cdata scientists,\u201d but a savvy IT person can integrate the service. The key is to start with solutions that match your team\u2019s comfort level. Over time, as you see success, you might decide to hire dedicated AI talent to push further. But plenty of companies have gotten value from\u00a0<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">AI<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">driven<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\"> automation, analytics, or customer insights without full-time data scientists initially. The combination of business knowledge and readily available AI tech can go a long way. That said, as your AI ambitions grow, you should be prepared to invest in\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">talent but<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0you can\u00a0<\/span><span class=\"NormalTextRun AdvancedProofingIssueV2Themed SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">definitely get<\/span><span class=\"NormalTextRun SCXW84260721 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0started and see ROI without waiting to assemble a whole team.<\/span><\/span><\/p>\r\n<p><strong><span class=\"TextRun SCXW110867370 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">Q:<\/span><\/span><\/strong><span class=\"TextRun SCXW110867370 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><\/span><em><span class=\"TextRun SCXW110867370 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">We\u00a0<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">can\u2019t<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0afford a top AI consulting\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">firm are<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">there<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0other partnership options?<\/span><\/span><\/em><span class=\"TextRun SCXW110867370 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"scxw123879755\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;f94a2f87-61a8-5c90-bb75-d6bc12fc2d29|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;scxw123879755&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;scxw123879755&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW110867370 BCX0\"><span class=\"SCXW110867370 BCX0\">\u00a0<\/span><br class=\"SCXW110867370 BCX0\" \/><\/span><strong><span class=\"TextRun SCXW110867370 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">A:<\/span><\/span><\/strong><span class=\"TextRun SCXW110867370 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0Aside from big<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">name consultants, you can look at\u00a0<\/span><\/span><span class=\"TextRun SCXW110867370 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">freelancers or boutique firms<\/span><\/span><span class=\"TextRun SCXW110867370 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0which often charge less and can be quite effective for smaller projects. Websites like Upwork or\u00a0<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">Toptal<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0have many <a href=\"https:\/\/www.contata.com\/ai-machine-learning\">AI\/Machine Learning<\/a> freelancers; you can contract one for a defined project (just be sure to vet their experience). Also, consider local\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">networks perhaps<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\"> there are independent data science professionals or small startups in your city that would take on a consulting gig at reasonable cost. Another angle is to collaborate with other companies in your industry (non-competitors) or join industry\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">consortiums sometimes<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0they pool resources to tackle AI problems common to all. And as mentioned, university collaborations can be\u00a0<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">low<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">cost<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">. In short, you can get creative in finding help. You\u00a0<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">don\u2019t<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0necessarily need McKinsey or a big tech company\u2019s professional\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">services a<\/span><span class=\"NormalTextRun SCXW110867370 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0single knowledgeable freelancer or a small specialist agency can often deliver what you need for much less.<\/span><\/span><\/p>\r\n<p><strong><span class=\"TextRun SCXW115379319 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">Q:<\/span><\/span><\/strong><span class=\"TextRun SCXW115379319 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><\/span><em><span class=\"TextRun SCXW115379319 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">How do we prevent reliance on external partners\u00a0<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">in the long run<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">?<\/span><\/span><\/em><span class=\"TextRun SCXW115379319 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"scxw123879755\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;f94a2f87-61a8-5c90-bb75-d6bc12fc2d29|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;scxw123879755&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;scxw123879755&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW115379319 BCX0\"><span class=\"SCXW115379319 BCX0\">\u00a0<\/span><br class=\"SCXW115379319 BCX0\" \/><\/span><strong><span class=\"TextRun SCXW115379319 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">A:<\/span><\/span><\/strong><span class=\"TextRun SCXW115379319 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0The key is\u00a0<\/span><\/span><span class=\"TextRun SCXW115379319 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">knowledge transfer and internal investment<\/span><\/span><span class=\"TextRun SCXW115379319 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">. When working with external experts, make it a requirement that part of their deliverable is documentation and training for your staff. Have your employees shadow them, and involve your people in the project execution, not just at the end. This way, your team learns by doing alongside the experts. Over time, aim to have internal folks take over maintenance or incremental improvements. Additionally, simultaneously pursue\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">upskilling like<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0enrolling your staff in training programs during or after the partner engagement. Essentially, use external partners as a boost to get started, but always with an eye on bringing capability inhouse gradually. You might start with 90% external help and 10% internal; for the next project,\u00a0<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">maybe 5050<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">; and eventually flip it. Also,\u00a0<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">retain<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0any intellectual property (models, code) developed so you have full control to use and\u00a0<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">modify<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0it going forward. By conscientiously building your team\u2019s skills, you ensure\u00a0<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">you\u2019re<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0not forever dependent on outsiders.<\/span><span class=\"NormalTextRun SCXW115379319 BCX0\" data-ccp-charstyle=\"eop\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;920dbcde-2834-5e15-a5fa-062170b236ba|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;eop&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;eop&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><span class=\"EOP SCXW115379319 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\r\n<p><strong><span class=\"TextRun SCXW177168578 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;ac0262f4-8a9e-5820-b908-2d943c5f7113|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;normaltextrun&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;normaltextrun&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">Q:<\/span><\/span><\/strong><span class=\"TextRun SCXW177168578 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><\/span><em><span class=\"TextRun SCXW177168578 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">What\u2019s<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0the role of leadership in a company without an AI team?<\/span><\/span><span class=\"TextRun SCXW177168578 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"scxw123879755\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;f94a2f87-61a8-5c90-bb75-d6bc12fc2d29|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;scxw123879755&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;scxw123879755&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><\/em><span class=\"LineBreakBlob BlobObject DragDrop SCXW177168578 BCX0\"><em><span class=\"SCXW177168578 BCX0\">\u00a0<\/span><\/em><br class=\"SCXW177168578 BCX0\" \/><\/span><strong><span class=\"TextRun SCXW177168578 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">A:<\/span><\/span><\/strong><span class=\"TextRun SCXW177168578 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0Leadership plays a\u00a0<\/span><\/span><span class=\"TextRun SCXW177168578 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">critical<\/span><\/span><span class=\"TextRun SCXW177168578 BCX0\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0role,\u00a0<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">perhaps even more<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0so when AI is new to the organization. Leaders need to set a vision that the company will be \u201cdata<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">driven\u201d and will explore AI opportunities. This vision helps secure necessary resources (time, budget) for\u00a0<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">initial<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0projects that might otherwise seem low priority. Leaders also should create a safe environment for\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">experimentation essentially<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0giving permission to staff to spend some time on AI initiatives and not punishing projects that\u00a0<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">don\u2019t<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0succeed. Since there\u00a0<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">isn\u2019t<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0an AI department head yet, some executive or manager\u00a0<\/span><span class=\"NormalTextRun AdvancedProofingIssueV2Themed SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">has to<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0champion AI efforts across departments. This might involve coordinating between IT, operations, and business units to\u00a0<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">identify<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0good pilot projects (as we discussed, picking\u00a0<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">feasible<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">,\u00a0<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">high<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">&#8211;<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">impact<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0projects is key). Leadership also should be proactive in addressing change management: communicating why the company is investing in AI, how it aligns with goals, and reassuring employees (for example, addressing concerns about job security by emphasizing an augmentation approach). In short, leaders need to be cheerleaders, facilitators, and sometimes\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">teachers fostering<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0a culture that is open to adopting AI. In our earlier article on readiness (Article 1), we noted that leadership commitment is central to AI success, especially in the\u00a0<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">early stages<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">. If top management is disengaged,\u00a0<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">it\u2019s<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0hard for a nascent AI effort to get off the ground. But with strong leadership backing, even a small organization can make impressive strides in AI.<\/span><span class=\"NormalTextRun SCXW177168578 BCX0\" data-ccp-charstyle=\"eop\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;920dbcde-2834-5e15-a5fa-062170b236ba|1&quot;,&quot;ClassId&quot;:1073872969,&quot;Properties&quot;:[201342446,&quot;1&quot;,201342447,&quot;5&quot;,201342448,&quot;1&quot;,201342449,&quot;1&quot;,469777841,&quot;Aptos&quot;,469777842,&quot;Arial&quot;,469777843,&quot;Aptos&quot;,469777844,&quot;Aptos&quot;,201341986,&quot;1&quot;,469769226,&quot;Aptos,Arial&quot;,268442635,&quot;24&quot;,469775450,&quot;eop&quot;,201340122,&quot;1&quot;,134233614,&quot;true&quot;,469778129,&quot;eop&quot;,335572020,&quot;1&quot;,469778324,&quot;Default Paragraph Font&quot;]}\">\u202f<\/span><\/span><span class=\"EOP SCXW177168578 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/p>\r\n\r\n\r\n","protected":false},"excerpt":{"rendered":"<p>What if you want to pursue AI initiatives, but you don\u2019t have a dedicated AI lab or an army of data scientists on staff? Many businesses  especially small and midsized ones  find themselves in this situation. The good news is that <strong>you don\u2019t need a large inhouse AI team to start taking advantage of AI.<\/strong> With the right strategies, even companies with limited technical talent can build up their AI capabilities over time. In this article, we\u2019ll explore practical ways to compensate for the AI skills gap, from tapping outside expertise to nurturing internal talent and leveraging tools that make AI more accessible.\u202f<\/p>\n","protected":false},"author":4,"featured_media":588,"parent":0,"template":"","news_category":[13],"class_list":["post-587","news","type-news","status-publish","has-post-thumbnail","hentry","news_category-ai-consulting"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Building AI Capability Strategies for Companies Without Large AI Teams<\/title>\n<meta name=\"description\" content=\"Turn AI ambition into action without a large team. 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