[{"data":1,"prerenderedAt":482},["ShallowReactive",2],{"/en-us/the-source/ai/getting-started-with-ai-in-software-development-a-guide-for-leaders/":3,"footer-en-us":34,"the-source-banner-en-us":340,"the-source-navigation-en-us":352,"the-source-newsletter-en-us":380,"article-site-categories-en-us":391,"getting-started-with-ai-in-software-development-a-guide-for-leaders-article-hero-category-en-us":393,"getting-started-with-ai-in-software-development-a-guide-for-leaders-the-source-gated-asset-en-us":417,"getting-started-with-ai-in-software-development-a-guide-for-leaders-category-en-us":429,"getting-started-with-ai-in-software-development-a-guide-for-leaders-the-source-resources-en-us":441},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"config":8,"seo":13,"content":19,"type":26,"slug":27,"category":5,"_id":28,"_type":29,"title":7,"_source":30,"_file":31,"_stem":32,"_extension":33},"/en-us/the-source/ai/getting-started-with-ai-in-software-development-a-guide-for-leaders","ai",false,"",{"layout":9,"template":10,"articleType":11,"featured":6,"gatedAsset":12},"the-source","TheSourceArticle","Guide","pf-getting-started-with-ai-in-software-development-a-guide-for-leaders",{"title":14,"description":15,"ogImage":16,"config":17},"Getting started with AI in software development: A guide for leaders","Learn how to gain a competitive edge by developing and implementing a well-defined strategy for AI-assisted software development.","https://res.cloudinary.com/about-gitlab-com/image/upload/v1751464236/w1ek9f8qevs63vcndaav.png",{"ignoreTitleCharLimit":18},true,{"title":14,"date":20,"description":15,"heroImage":16,"keyTakeaways":21,"articleBody":25},"2024-07-01",[22,23,24],"Leaders need to be clear that using AI isn’t about replacing developers — it’s about   helping them do their jobs more efficiently by eliminating repetitive tasks.","The role of generative AI extends beyond helping software developers to write more lines of code — it enhances every phase of the software development lifecycle.","AI-powered tools can be used on their own but it’s easier when they’re part of a DevSecOps platform, which weaves security throughout the entire development and operations process.","Artificial intelligence (AI) is no longer just on the way - it’s now fundamental to how organizations build applications. Companies are leveraging generative AI to radically change the way their teams build, secure, and deliver software. According to the GitLab research, 78% of development, security, and operations professionals are either already using AI or plan to within the next two years - a significant increase from 64% last year.\n\nThe key benefits of AI are evident: it drives faster, more secure software development processes and offers a competitive edge. This transformation is not optional; 62% of C-level executives recognize AI integration in software development as essential to staying relevant.\n\n### AI is about empowering, not replacing\nManagers need to be clear that using AI isn’t about replacing human developers, software engineers, or any other members of the software development team. It’s about helping them do their jobs more efficiently, better and faster. It’s about empowerment. AI takes arduous and mundane tasks off people’s plates so they have more time to do what they love - create higher-quality software that can take on business-critical needs.\n\n### Key capabilities of AI in software development\nAI capabilities are powered by machine learning algorithms, large language models, computer vision, pattern recognition, and natural language processing. AI-powered tools - ranging from chatbots to code generation, vulnerability explanations, code refactoring, and anomaly detection - are transforming teams’ ability to uncover valuable insights and automate critical processes.\n\n### Using AI across the entire software development process\nAI’s role extends beyond code generation - it enhances every phase of the software development lifecycle. From planning and coding to testing and deployment, AI acts as the next generation of automation, supporting software developers, security teams, and operations. This holistic approach ensures that every team member benefits from AI’s capabilities.\n\n### Using AI in a DevSecOps platform\nArtificial intelligence capabilities can be used on their own but it’s easier when they’re part of a DevSecOps platform, which weaves security throughout the entire process to ensure that AI-generated code doesn't expose the organization to vulnerabilities. With an AI-driven platform, there’s no need to adopt a disparate collection of AI tools because they’re all seamlessly integrated in one application. The combination creates a powerful synergy that enhances security, automation, and efficiency across the entire development lifecycle.\n\n#### If you haven’t started using AI in your software development process, now is the time. If you have, it’s time to accelerate.\nIT leaders are perfectly positioned to help their teams not only adopt generative AI tools but maximize all the benefits that come with using them - adding efficiencies; eliminating routine tasks; improving code quality; giving developers more time to be innovative; and fostering, rather than replacing, human-to-human collaboration.\n\nManagers and executives can work with their teams to figure out the pain points in their processes and how AI can help simplify complex tasks and drive business goals. They also can strategize on what AI-powered solutions to start with and how to continue to add capabilities as they progress.\n\nNo matter where you are in your journey, there are clear steps you can take to put AI to work for you and your business. This ebook will guide you through how each role in the DevSecOps environment can take advantage of AI, and give you tangible takeaways for creating a strategic AI implementation plan that will ultimately help you create secure software faster.","article","getting-started-with-ai-in-software-development-a-guide-for-leaders","content:en-us:the-source:ai:getting-started-with-ai-in-software-development-a-guide-for-leaders:index.yml","yaml","content","en-us/the-source/ai/getting-started-with-ai-in-software-development-a-guide-for-leaders/index.yml","en-us/the-source/ai/getting-started-with-ai-in-software-development-a-guide-for-leaders/index","yml",{"_path":35,"_dir":36,"_draft":6,"_partial":6,"_locale":7,"data":37,"_id":336,"_type":29,"title":337,"_source":30,"_file":338,"_stem":339,"_extension":33},"/shared/en-us/main-footer","en-us",{"text":38,"source":39,"edit":45,"contribute":50,"config":55,"items":60,"minimal":328},"Git is a trademark of Software Freedom Conservancy and our use of 'GitLab' is under license",{"text":40,"config":41},"View page source",{"href":42,"dataGaName":43,"dataGaLocation":44},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/","page source","footer",{"text":46,"config":47},"Edit this page",{"href":48,"dataGaName":49,"dataGaLocation":44},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/","web ide",{"text":51,"config":52},"Please contribute",{"href":53,"dataGaName":54,"dataGaLocation":44},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/","please contribute",{"twitter":56,"facebook":57,"youtube":58,"linkedin":59},"https://twitter.com/gitlab","https://www.facebook.com/gitlab","https://www.youtube.com/channel/UCnMGQ8QHMAnVIsI3xJrihhg","https://www.linkedin.com/company/gitlab-com",[61,88,160,228,290],{"title":62,"links":63,"subMenu":69},"Platform",[64],{"text":65,"config":66},"DevSecOps platform",{"href":67,"dataGaName":68,"dataGaLocation":44},"/platform/","devsecops platform",[70],{"title":71,"links":72},"Pricing",[73,78,83],{"text":74,"config":75},"View plans",{"href":76,"dataGaName":77,"dataGaLocation":44},"/pricing/","view plans",{"text":79,"config":80},"Why Premium?",{"href":81,"dataGaName":82,"dataGaLocation":44},"/pricing/premium/","why premium",{"text":84,"config":85},"Why Ultimate?",{"href":86,"dataGaName":87,"dataGaLocation":44},"/pricing/ultimate/","why ultimate",{"title":89,"links":90},"Solutions",[91,96,100,105,110,115,120,125,130,135,140,145,150,155],{"text":92,"config":93},"Digital transformation",{"href":94,"dataGaName":95,"dataGaLocation":44},"/topics/digital-transformation/","digital transformation",{"text":97,"config":98},"Application Security Testing",{"href":99,"dataGaName":97,"dataGaLocation":44},"/solutions/application-security-testing/",{"text":101,"config":102},"Automated software delivery",{"href":103,"dataGaName":104,"dataGaLocation":44},"/solutions/delivery-automation/","automated software delivery",{"text":106,"config":107},"Agile development",{"href":108,"dataGaName":109,"dataGaLocation":44},"/solutions/agile-delivery/","agile delivery",{"text":111,"config":112},"Cloud transformation",{"href":113,"dataGaName":114,"dataGaLocation":44},"/topics/cloud-native/","cloud transformation",{"text":116,"config":117},"SCM",{"href":118,"dataGaName":119,"dataGaLocation":44},"/solutions/source-code-management/","source code management",{"text":121,"config":122},"CI/CD",{"href":123,"dataGaName":124,"dataGaLocation":44},"/solutions/continuous-integration/","continuous integration & delivery",{"text":126,"config":127},"Value stream management",{"href":128,"dataGaName":129,"dataGaLocation":44},"/solutions/value-stream-management/","value stream management",{"text":131,"config":132},"GitOps",{"href":133,"dataGaName":134,"dataGaLocation":44},"/solutions/gitops/","gitops",{"text":136,"config":137},"Enterprise",{"href":138,"dataGaName":139,"dataGaLocation":44},"/enterprise/","enterprise",{"text":141,"config":142},"Small business",{"href":143,"dataGaName":144,"dataGaLocation":44},"/small-business/","small business",{"text":146,"config":147},"Public sector",{"href":148,"dataGaName":149,"dataGaLocation":44},"/solutions/public-sector/","public sector",{"text":151,"config":152},"Education",{"href":153,"dataGaName":154,"dataGaLocation":44},"/solutions/education/","education",{"text":156,"config":157},"Financial services",{"href":158,"dataGaName":159,"dataGaLocation":44},"/solutions/finance/","financial services",{"title":161,"links":162},"Resources",[163,168,173,178,183,188,193,198,203,208,213,218,223],{"text":164,"config":165},"Install",{"href":166,"dataGaName":167,"dataGaLocation":44},"/install/","install",{"text":169,"config":170},"Quick start guides",{"href":171,"dataGaName":172,"dataGaLocation":44},"/get-started/","quick setup checklists",{"text":174,"config":175},"Learn",{"href":176,"dataGaName":177,"dataGaLocation":44},"https://university.gitlab.com/","learn",{"text":179,"config":180},"Product documentation",{"href":181,"dataGaName":182,"dataGaLocation":44},"https://docs.gitlab.com/","docs",{"text":184,"config":185},"Blog",{"href":186,"dataGaName":187,"dataGaLocation":44},"/blog/","blog",{"text":189,"config":190},"Customer success stories",{"href":191,"dataGaName":192,"dataGaLocation":44},"/customers/","customer success stories",{"text":194,"config":195},"Remote",{"href":196,"dataGaName":197,"dataGaLocation":44},"https://handbook.gitlab.com/handbook/company/culture/all-remote/","remote",{"text":199,"config":200},"GitLab Services",{"href":201,"dataGaName":202,"dataGaLocation":44},"/services/","services",{"text":204,"config":205},"TeamOps",{"href":206,"dataGaName":207,"dataGaLocation":44},"/teamops/","teamops",{"text":209,"config":210},"Community",{"href":211,"dataGaName":212,"dataGaLocation":44},"/community/","community",{"text":214,"config":215},"Forum",{"href":216,"dataGaName":217,"dataGaLocation":44},"https://forum.gitlab.com/","forum",{"text":219,"config":220},"Events",{"href":221,"dataGaName":222,"dataGaLocation":44},"/events/","events",{"text":224,"config":225},"Partners",{"href":226,"dataGaName":227,"dataGaLocation":44},"/partners/","partners",{"title":229,"links":230},"Company",[231,236,241,246,251,256,261,265,270,275,280,285],{"text":232,"config":233},"About",{"href":234,"dataGaName":235,"dataGaLocation":44},"/company/","company",{"text":237,"config":238},"Jobs",{"href":239,"dataGaName":240,"dataGaLocation":44},"/jobs/","jobs",{"text":242,"config":243},"Leadership",{"href":244,"dataGaName":245,"dataGaLocation":44},"/company/team/e-group/","leadership",{"text":247,"config":248},"Team",{"href":249,"dataGaName":250,"dataGaLocation":44},"/company/team/","team",{"text":252,"config":253},"Handbook",{"href":254,"dataGaName":255,"dataGaLocation":44},"https://handbook.gitlab.com/","handbook",{"text":257,"config":258},"Investor relations",{"href":259,"dataGaName":260,"dataGaLocation":44},"https://ir.gitlab.com/","investor relations",{"text":262,"config":263},"Sustainability",{"href":264,"dataGaName":262,"dataGaLocation":44},"/sustainability/",{"text":266,"config":267},"Diversity, inclusion and belonging (DIB)",{"href":268,"dataGaName":269,"dataGaLocation":44},"/diversity-inclusion-belonging/","Diversity, inclusion and belonging",{"text":271,"config":272},"Trust Center",{"href":273,"dataGaName":274,"dataGaLocation":44},"/security/","trust center",{"text":276,"config":277},"Newsletter",{"href":278,"dataGaName":279,"dataGaLocation":44},"/company/contact/","newsletter",{"text":281,"config":282},"Press",{"href":283,"dataGaName":284,"dataGaLocation":44},"/press/","press",{"text":286,"config":287},"Modern Slavery Transparency Statement",{"href":288,"dataGaName":289,"dataGaLocation":44},"https://handbook.gitlab.com/handbook/legal/modern-slavery-act-transparency-statement/","modern slavery transparency statement",{"title":291,"links":292},"Contact Us",[293,298,303,308,313,318,323],{"text":294,"config":295},"Contact an expert",{"href":296,"dataGaName":297,"dataGaLocation":44},"/sales/","sales",{"text":299,"config":300},"Get help",{"href":301,"dataGaName":302,"dataGaLocation":44},"/support/","get help",{"text":304,"config":305},"Customer portal",{"href":306,"dataGaName":307,"dataGaLocation":44},"https://customers.gitlab.com/customers/sign_in/","customer portal",{"text":309,"config":310},"Status",{"href":311,"dataGaName":312,"dataGaLocation":44},"https://status.gitlab.com/","status",{"text":314,"config":315},"Terms of use",{"href":316,"dataGaName":317,"dataGaLocation":44},"/terms/","terms of use",{"text":319,"config":320},"Privacy statement",{"href":321,"dataGaName":322,"dataGaLocation":44},"/privacy/","privacy statement",{"text":324,"config":325},"Cookie preferences",{"dataGaName":326,"dataGaLocation":44,"id":327,"isOneTrustButton":18},"cookie preferences","ot-sdk-btn",{"items":329},[330,332,334],{"text":314,"config":331},{"href":316,"dataGaName":317,"dataGaLocation":44},{"text":319,"config":333},{"href":321,"dataGaName":322,"dataGaLocation":44},{"text":324,"config":335},{"dataGaName":326,"dataGaLocation":44,"id":327,"isOneTrustButton":18},"content:shared:en-us:main-footer.yml","Main Footer","shared/en-us/main-footer.yml","shared/en-us/main-footer",{"_path":341,"_dir":342,"_draft":6,"_partial":6,"_locale":7,"visibility":18,"id":343,"title":344,"button":345,"_id":349,"_type":29,"_source":30,"_file":350,"_stem":351,"_extension":33},"/shared/en-us/the-source/banner/the-economics-of-software-innovation-2025-08-18","banner","The Economics of Software Innovation","The Economics of Software Innovation—AI’s $750 Billion Opportunity",{"config":346,"text":348},{"href":347},"/software-innovation-report/","Get the research report","content:shared:en-us:the-source:banner:the-economics-of-software-innovation-2025-08-18.yml","shared/en-us/the-source/banner/the-economics-of-software-innovation-2025-08-18.yml","shared/en-us/the-source/banner/the-economics-of-software-innovation-2025-08-18",{"_path":353,"_dir":9,"_draft":6,"_partial":6,"_locale":7,"logo":354,"subscribeLink":359,"navItems":363,"_id":376,"_type":29,"title":377,"_source":30,"_file":378,"_stem":379,"_extension":33},"/shared/en-us/the-source/navigation",{"altText":355,"config":356},"the source logo",{"src":357,"href":358},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1750191004/t7wz1klfb2kxkezksv9t.svg","/the-source/",{"text":360,"config":361},"Subscribe",{"href":362},"#subscribe",[364,368,372],{"text":365,"config":366},"Artificial Intelligence",{"href":367},"/the-source/ai/",{"text":369,"config":370},"Security & Compliance",{"href":371},"/the-source/security/",{"text":373,"config":374},"Platform & Infrastructure",{"href":375},"/the-source/platform/","content:shared:en-us:the-source:navigation.yml","Navigation","shared/en-us/the-source/navigation.yml","shared/en-us/the-source/navigation",{"_path":381,"_dir":9,"_draft":6,"_partial":6,"_locale":7,"title":382,"description":383,"submitMessage":384,"formData":385,"_id":388,"_type":29,"_source":30,"_file":389,"_stem":390,"_extension":33},"/shared/en-us/the-source/newsletter","The Source Newsletter","Stay updated with insights for the future of software development.","You have successfully signed up for The Source’s newsletter.",{"config":386},{"formId":387,"formName":279,"hideRequiredLabel":18},1077,"content:shared:en-us:the-source:newsletter.yml","shared/en-us/the-source/newsletter.yml","shared/en-us/the-source/newsletter",{"categoryNames":392},{"ai":365,"platform":373,"security":369},{"_path":394,"_dir":9,"_draft":6,"_partial":6,"_locale":7,"type":395,"config":396,"seo":397,"content":400,"slug":5,"_id":414,"_type":29,"title":7,"_source":30,"_file":415,"_stem":416,"_extension":33},"/en-us/the-source/ai","category",{"layout":9},{"title":365,"description":398,"ogImage":399},"Explore expert insights on how AI is transforming software development, and how organizations can get the most out of their AI investments.","https://res.cloudinary.com/about-gitlab-com/image/upload/v1751463300/eoudcbj5aoucl0spsp0c.png",[401,406],{"componentName":402,"type":402,"componentContent":403},"TheSourceCategoryHero",{"title":365,"description":398,"image":404},{"config":405},{"src":399},{"componentName":407,"type":407,"componentContent":408},"TheSourceCategoryMainSection",{"config":409},{"gatedAssets":410},[411,412,413],"source-lp-how-to-get-started-using-ai-in-software-development","navigating-ai-maturity-in-devsecops","source-lp-ai-guide-for-enterprise-leaders-building-the-right-approach","content:en-us:the-source:ai:index.yml","en-us/the-source/ai/index.yml","en-us/the-source/ai/index",{"_path":418,"_dir":419,"_draft":6,"_partial":6,"_locale":7,"config":420,"title":14,"link":423,"_id":426,"_type":29,"_source":30,"_file":427,"_stem":428,"_extension":33},"/shared/en-us/the-source/gated-assets/pf-getting-started-with-ai-in-software-development-a-guide-for-leaders","gated-assets",{"id":12,"formId":421,"utmCampaign":422},1002,"eg_global_cmp_gated-content_aisdlc_en_beginnerguideai",{"config":424},{"href":425},"https://learn.gitlab.com/the-source-ai/ebook-beginners-guide-ai","content:shared:en-us:the-source:gated-assets:pf-getting-started-with-ai-in-software-development-a-guide-for-leaders.yml","shared/en-us/the-source/gated-assets/pf-getting-started-with-ai-in-software-development-a-guide-for-leaders.yml","shared/en-us/the-source/gated-assets/pf-getting-started-with-ai-in-software-development-a-guide-for-leaders",{"_path":394,"_dir":9,"_draft":6,"_partial":6,"_locale":7,"type":395,"config":430,"seo":431,"content":432,"slug":5,"_id":414,"_type":29,"title":7,"_source":30,"_file":415,"_stem":416,"_extension":33},{"layout":9},{"title":365,"description":398,"ogImage":399},[433,437],{"componentName":402,"type":402,"componentContent":434},{"title":365,"description":398,"image":435},{"config":436},{"src":399},{"componentName":407,"type":407,"componentContent":438},{"config":439},{"gatedAssets":440},[411,412,413],[442,456,469],{"_path":443,"_dir":419,"_draft":6,"_partial":6,"_locale":7,"config":444,"title":445,"description":446,"link":447,"_id":453,"_type":29,"_source":30,"_file":454,"_stem":455,"_extension":33},"/shared/en-us/the-source/gated-assets/navigating-ai-maturity-in-devsecops",{"id":412,"formId":421},"Navigating AI maturity in DevSecOps","Read our survey findings from more than 5,000 DevSecOps professionals worldwide for insights on how organizations are incorporating AI into the software development lifecycle.",{"text":448,"config":449},"Read the report",{"href":450,"dataGaName":451,"dataGaLocation":452},"/developer-survey/2024/ai/","Navigating AI Maturity in DevSecOps","thesource","content:shared:en-us:the-source:gated-assets:navigating-ai-maturity-in-devsecops.yml","shared/en-us/the-source/gated-assets/navigating-ai-maturity-in-devsecops.yml","shared/en-us/the-source/gated-assets/navigating-ai-maturity-in-devsecops",{"_path":457,"_dir":419,"_draft":6,"_partial":6,"_locale":7,"config":458,"title":459,"description":460,"link":461,"_id":466,"_type":29,"_source":30,"_file":467,"_stem":468,"_extension":33},"/shared/en-us/the-source/gated-assets/source-lp-ai-guide-for-enterprise-leaders-building-the-right-approach",{"id":413},"AI guide for enterprise leaders: Building the right approach","Download our guide for enterprise leaders to learn how to prepare your C-suite, executive leadership, and development teams for what AI can do today — and will do in the near future — to accelerate software development.",{"text":462,"config":463},"Read the guide",{"href":464,"dataGaName":465,"dataGaLocation":452},"/the-source/ai/ai-guide-for-enterprise-leaders-building-the-right-approach/","AI Guide For Enterprise Leaders: Building the Right Approach","content:shared:en-us:the-source:gated-assets:source-lp-ai-guide-for-enterprise-leaders-building-the-right-approach.yml","shared/en-us/the-source/gated-assets/source-lp-ai-guide-for-enterprise-leaders-building-the-right-approach.yml","shared/en-us/the-source/gated-assets/source-lp-ai-guide-for-enterprise-leaders-building-the-right-approach",{"_path":470,"_dir":419,"_draft":6,"_partial":6,"_locale":7,"config":471,"title":472,"description":473,"link":474,"_id":479,"_type":29,"_source":30,"_file":480,"_stem":481,"_extension":33},"/shared/en-us/the-source/gated-assets/source-lp-how-to-get-started-using-ai-in-software-development",{"id":411,"formId":421},"How to get started using AI in software development","Learn how to strategically implement AI to boost efficiency, security, and reduce context switching. Empower every member of your team with AI capabilities.",{"text":475,"config":476},"Download the guide",{"href":477,"dataGaName":478,"dataGaLocation":452},"/the-source/ai/getting-started-with-ai-in-software-development-a-guide-for-leaders/","How to Get Started Using AI in Software Development","content:shared:en-us:the-source:gated-assets:source-lp-how-to-get-started-using-ai-in-software-development.yml","shared/en-us/the-source/gated-assets/source-lp-how-to-get-started-using-ai-in-software-development.yml","shared/en-us/the-source/gated-assets/source-lp-how-to-get-started-using-ai-in-software-development",1758662360936]