Leadership Insights And Strategy
CFO Guide AI Capex Infra
The "CFO Guide AI Capex Infra" represents a pivotal framework for understanding how financial leaders within the Construction and Infrastructure realm can leverage artificial intelligence to optimize capital expenditures. This guide delineates the strategic integration of AI technologies into financial planning and project management, offering stakeholders a roadmap for navigating the complexities of modern infrastructure projects. As the sector increasingly embraces digital transformation, this concept becomes vital in aligning financial strategies with innovative operational practices, ensuring that organizations remain competitive in a rapidly evolving landscape. The Construction and Infrastructure ecosystem is undergoing significant transformation, with AI practices reshaping not only competitive dynamics but also the very nature of stakeholder engagements. By integrating AI into capital expenditure decisions, organizations can enhance efficiency, improve forecasting accuracy, and enable data-driven decision-making. This shift fosters a culture of innovation while presenting new growth opportunities. However, challenges such as integration complexity and changing stakeholder expectations must be addressed to fully realize the potential of these technologies. Balancing optimism with a clear-eyed view of these hurdles will be crucial for leaders aiming to drive sustainable success in this evolving environment.
{"page_num":3,"introduction":{"title":"CFO Guide AI Capex Infra","content":"The \" CFO Guide AI Capex <\/a> Infra\" represents a pivotal framework for understanding how financial leaders within the Construction and Infrastructure realm can leverage artificial intelligence to optimize capital expenditures. This guide delineates the strategic integration of AI <\/a> technologies into financial planning and project management, offering stakeholders a roadmap for navigating the complexities of modern infrastructure projects. As the sector increasingly embraces digital transformation, this concept becomes vital in aligning financial strategies with innovative operational practices, ensuring that organizations remain competitive in a rapidly evolving landscape.\n\nThe Construction and Infrastructure ecosystem is undergoing significant transformation, with AI practices <\/a> reshaping not only competitive dynamics but also the very nature of stakeholder engagements. By integrating AI into capital expenditure decisions, organizations can enhance efficiency, improve forecasting accuracy, and enable data-driven decision-making. This shift fosters a culture of innovation while presenting new growth opportunities. However, challenges such as integration complexity and changing stakeholder expectations must be addressed to fully realize the potential of these technologies. Balancing optimism with a clear-eyed view of these hurdles will be crucial for leaders aiming to drive sustainable success in this evolving environment.","search_term":"CFO Guide AI Capex Infrastructure"},"description":{"title":"How AI is Transforming Capital Expenditure in Construction?","content":"The role of AI in capital expenditure for the construction and infrastructure sector is critical, as it enhances project planning, budget management, and risk assessment <\/a>. Key growth drivers include improved operational efficiency, data analytics capabilities, and predictive maintenance, all of which are redefining traditional investment strategies."},"action_to_take":{"title":"Accelerate AI-Driven Capital Investment Strategies","content":"Construction and Infrastructure companies should strategically invest in AI-driven capital expenditure initiatives and forge partnerships with technology firms to enhance their operational capabilities. By leveraging AI, firms can expect significant improvements in project efficiency, cost management, and a competitive edge in the market.","primary_action":"Download Executive Briefing","secondary_action":"Book a Leadership Strategy Workshop"},"implementation_framework":null,"primary_functions":{"question":"What's my primary function in the company?","functions":[{"title":"Finance","content":"I manage the financial planning and analysis related to CFO Guide AI Capex Infra. I analyze data to forecast costs, evaluate investment opportunities, and ensure AI strategies align with budget constraints. My insights drive informed decision-making, optimizing capital expenditures across projects."},{"title":"Project Management","content":"I oversee project timelines and resource allocation for CFO Guide AI Capex Infra initiatives. I coordinate cross-functional teams, ensuring that AI tools are effectively utilized. My leadership ensures projects are completed on time, within budget, and meet strategic goals, driving efficiency and innovation."},{"title":"Data Analytics","content":"I analyze data generated from CFO Guide AI Capex Infra systems to extract actionable insights. I leverage AI algorithms to enhance predictive capabilities, guiding strategic decisions. My work directly influences project outcomes, enabling data-driven strategies that optimize performance and minimize risks."},{"title":"Compliance","content":"I ensure that all CFO Guide AI Capex Infra initiatives adhere to industry regulations and standards. I conduct audits and assessments to identify compliance gaps, implementing corrective actions. My role is crucial in mitigating risks and maintaining the integrity of our AI-driven projects."}]},"best_practices":null,"case_studies":[{"company":"Suffolk Construction","subtitle":"Implemented ALICE AI platform to analyze schedules, adjust sequencing, and apply acceleration strategies on life sciences project amid procurement delays.","benefits":"Recovered 42 days, eliminated negative float.","url":"https:\/\/blog.alicetechnologies.com\/case-studies","reason":"Demonstrates AI-driven schedule optimization recovering critical time on complex projects, guiding CFOs on capex-efficient construction planning.","search_term":"Suffolk ALICE AI construction","case_study_image":"https:\/\/d1kmzxl7118mv8.cloudfront.net\/images\/cfo_guide_ai_capex_infra\/case_studies\/suffolk_construction_case_study.png"},{"company":"Andrade Gutierrez","subtitle":"Deployed ALICE Optimize for scheduling and crew utilization on critical civil infrastructure project to address delays.","benefits":"Saved time and costs through optimized operations.","url":"https:\/\/blog.alicetechnologies.com\/case-studies","reason":"Highlights AI in overcoming infrastructure delays, showcasing capex recovery strategies vital for CFO infrastructure investment decisions.","search_term":"Andrade Gutierrez ALICE infrastructure","case_study_image":"https:\/\/d1kmzxl7118mv8.cloudfront.net\/images\/cfo_guide_ai_capex_infra\/case_studies\/andrade_gutierrez_case_study.png"},{"company":"SCS JV","subtitle":"Utilized ALICE to determine optimal production rates and sequencing for high-speed rail Copthall Green tunnels project.","benefits":"Increased project efficiency and enabled earlier start.","url":"https:\/\/blog.alicetechnologies.com\/case-studies","reason":"Illustrates AI optioneering for rail infrastructure, providing CFOs models for capex-aligned efficiency in large-scale builds.","search_term":"SCS JV ALICE rail tunnels","case_study_image":"https:\/\/d1kmzxl7118mv8.cloudfront.net\/images\/cfo_guide_ai_capex_infra\/case_studies\/scs_jv_case_study.png"},{"company":"Build Group","subtitle":"Partnered with ALICE Technologies to explore efficient construction alternatives beyond traditional scheduling for San Francisco mixed-use project.","benefits":"Identified more efficient schedule options.","url":"https:\/\/blog.alicetechnologies.com\/case-studies","reason":"Shows AI surpassing conventional tools in urban projects, informing CFO guides on capex optimization via technology integration.","search_term":"Build Group ALICE mixed-use","case_study_image":"https:\/\/d1kmzxl7118mv8.cloudfront.net\/images\/cfo_guide_ai_capex_infra\/case_studies\/build_group_case_study.png"}],"call_to_action":{"title":"Revolutionize Your Capex Strategy Now","call_to_action_text":"Seize the opportunity to transform your construction and infrastructure projects with AI-driven insights. Stay ahead of the competition and drive exceptional results today!","call_to_action_button":"Download Executive Briefing"},"challenges":[{"title":"Data Integration Challenges","solution":"Utilize CFO Guide AI Capex Infra's advanced data integration tools to consolidate disparate data sources across construction projects. This technology enables real-time data visibility and analytics, improving decision-making and project efficiency while reducing errors associated with manual data handling."},{"title":"Cultural Resistance to Change","solution":"Foster a culture of innovation by integrating CFO Guide AI Capex Infra with change management initiatives. Engage stakeholders through workshops and training programs that highlight the benefits of AI in decision-making, thereby easing transitions and encouraging adoption across the organization."},{"title":"Resource Allocation Inefficiencies","solution":"Implement CFO Guide AI Capex Infra's predictive analytics to optimize resource allocation in construction projects. By analyzing historical data and project requirements, this technology enables better forecasting and strategic planning, maximizing resource utilization and minimizing waste."},{"title":"Compliance Management Complexity","solution":"Leverage CFO Guide AI Capex Infra's automated compliance tracking features to simplify adherence to industry regulations. This technology offers real-time alerts and comprehensive reporting, ensuring that construction projects remain compliant and reducing the risk of penalties from regulatory bodies."}],"ai_initiatives":{"values":[{"question":"How are you assessing AI's ROI in your capital projects?","choices":["Not started","Initial assessments","Pilot projects","Fully integrated metrics"]},{"question":"What frameworks guide your AI adoption for infrastructure investments?","choices":["No framework","Basic guidelines","Strategic framework","Comprehensive AI strategy"]},{"question":"How do you prioritize AI initiatives in your budgeting process?","choices":["No prioritization","Ad-hoc decisions","Structured approach","Integrated budgeting strategy"]},{"question":"In what areas do you foresee AI enhancing project delivery speed?","choices":["No applications","Limited areas","Multiple projects","Entire portfolio optimization"]},{"question":"How are you measuring AI's impact on cost management?","choices":["No measurement","Basic tracking","Regular analysis","Full financial integration"]}],"action_to_take_ai_initiatives":"Next"},"left_side_quote":[{"text":"Expect $75B capex increase for AI technical infrastructure.","company":"Alphabet","url":"https:\/\/www.cfodive.com\/news\/alphabet-cfo-says-capex-reach-ai-push-grows\/739355\/","reason":"Alphabet's CFO directly outlines massive AI capex for servers and data centers, guiding infrastructure investments critical for construction scaling in AI era."},{"text":"Allocating 55% of $125B capex to AI and cloud infrastructure.","company":"Amazon","url":"https:\/\/www.ainvest.com\/news\/navigating-ai-driven-capital-expenditure-tech-cfo-balancing-act-growth-profitability-2601\/","reason":"Amazon's heavy infra capex emphasis provides CFO blueprint for balancing AI growth with profitability, spurring data center construction boom."},{"text":"75% YoY capex rise in GPUs and CPUs for Azure AI platform.","company":"Microsoft","url":"https:\/\/www.ainvest.com\/news\/navigating-ai-driven-capital-expenditure-tech-cfo-balancing-act-growth-profitability-2601\/","reason":"Microsoft's GPU-focused investments highlight CFO strategies for AI infra buildout, driving demand for specialized construction and hardware facilities."},{"text":"$75-85B CapEx planned, with 50-60% for GPU infrastructure.","company":"Alphabet (Google)","url":"https:\/\/introl.com\/blog\/ai-infrastructure-financing-capex-opex-gpu-investment-guide-2025","reason":"Reiterates Alphabet's capex scale for AI hardware, underscoring financing models essential for CFOs managing infra construction risks and ROI."}],"quote_1":[{"description":"Global data centers need $7 trillion capex by 2030, with $1.7-$1.9 trillion in construction costs.","source":"McKinsey","source_url":"https:\/\/www.mckinsey.com\/capabilities\/strategy-and-corporate-finance\/our-insights\/the-capex-crucible-what-finance-teams-can-learn-from-data-center-builds","base_url":"https:\/\/www.mckinsey.com","source_description":"Highlights massive AI-driven infrastructure capex demands, guiding CFOs on cost control and efficiency in large-scale construction projects akin to infra builds."},{"description":"10% capex trim in data centers could save $170-$190 billion by 2030 using generative scheduling.","source":"McKinsey","source_url":"https:\/\/www.mckinsey.com\/capabilities\/strategy-and-corporate-finance\/our-insights\/the-capex-crucible-what-finance-teams-can-learn-from-data-center-builds","base_url":"https:\/\/www.mckinsey.com","source_description":"Demonstrates AI tools like generative scheduling for accelerating delivery and enhancing capital productivity, vital for CFOs managing infra capex pressures."},{"description":"AI data centers require $5.2 trillion capex by 2030, versus $1.5 trillion for traditional IT.","source":"McKinsey","source_url":"https:\/\/www.mckinsey.com\/industries\/technology-media-and-telecommunications\/our-insights\/the-cost-of-compute-a-7-trillion-dollar-race-to-scale-data-centers","base_url":"https:\/\/www.mckinsey.com","source_description":"Quantifies AI-specific infra investment scale, helping CFOs prioritize budgets and strategies in construction-heavy AI infrastructure expansions."},{"description":"Should-cost modeling reduces data center project costs by 7-12% through refined designs.","source":"McKinsey","source_url":"https:\/\/www.mckinsey.com\/capabilities\/strategy-and-corporate-finance\/our-insights\/the-capex-crucible-what-finance-teams-can-learn-from-data-center-builds","base_url":"https:\/\/www.mckinsey.com","source_description":"Provides CFOs with actionable financial oversight methods for AI infra capex, improving budgeting accuracy and supplier negotiations in construction."}],"quote_2":{"text":"AI integration in construction protects margins by catching cost and schedule variances earlier, improves forecasts with real-world productivity data, and unifies field data with financials for better job cost accuracy and cash flow management.","author":"Plante Moran Experts, Construction Technology Consultants, Plante Moran","url":"https:\/\/www.plantemoran.com\/explore-our-thinking\/insight\/2025\/06\/implementing-ai-in-construction","base_url":"https:\/\/www.plantemoran.com","reason":"Highlights CFO-focused benefits like capex optimization and cash flow in AI infra, guiding financial leaders on integrating AI with existing systems for proactive construction decisions."},"quote_3":{"text":"We will see maturation of AI applications into project finances, optimizing liquidity risk profiles, connecting to commodity prices for steel prediction, and enabling JIT procurement to positively impact bottom line and cashflow.","author":"Industry Expert (Anonymous), AI Construction Trends Contributor, Autodesk Blog","url":"https:\/\/www.autodesk.com\/blogs\/construction\/top-2025-ai-construction-trends-according-to-the-experts\/","base_url":"https:\/\/www.autodesk.com","reason":"Emphasizes financial optimization trends in AI capex for infra projects, aiding CFOs in predicting costs and improving procurement efficiency in construction."},"quote_4":null,"quote_5":null,"quote_insight":{"description":"Companies with predictable AI infrastructure costs achieve 15-25% improvements in EBITDA margins through direct savings and operational efficiency gains","source":"OpenMetal","percentage":20,"url":"https:\/\/openmetal.io\/resources\/blog\/cfos-guide-to-infrastructure-roi-in-the-post-zirp-era\/","reason":"This highlights how CFO Guide AI Capex Infra in Construction and Infrastructure delivers cost predictability, reduces volatility from 25-40% to under 5%, and frees capital for growth in high-interest environments."},"faq":[{"question":"What is CFO Guide AI Capex Infra and how does it improve decision-making?","answer":["CFO Guide AI Capex Infra enhances decision-making through predictive analytics and AI insights.","It streamlines capital expenditure planning by automating data collection and analysis.","Organizations can make informed decisions based on real-time data and trends.","The platform supports better resource allocation and prioritization of projects.","Ultimately, it drives strategic alignment with organizational goals and objectives."]},{"question":"How do I start implementing CFO Guide AI Capex Infra in my company?","answer":["Begin with a thorough assessment of your current systems and requirements.","Identify key stakeholders and form a dedicated implementation team for support.","Develop a roadmap that outlines phases of deployment and resource allocation.","Consider pilot projects to test functionality and gather user feedback.","Continuous training ensures staff adapt effectively to the new technology."]},{"question":"What measurable benefits can CFO Guide AI Capex Infra provide?","answer":["AI-driven insights lead to faster decision-making and improved financial forecasting.","Organizations can expect significantly reduced operational costs over time.","Enhanced efficiency often results in improved project delivery timelines and quality.","Data-driven strategies foster better risk management and compliance adherence.","Ultimately, these benefits contribute to a stronger competitive position in the market."]},{"question":"What challenges might arise when adopting CFO Guide AI Capex Infra?","answer":["Resistance to change from employees can hinder effective adoption of new tools.","Integration with legacy systems often presents technical challenges requiring solutions.","Data quality issues may arise, necessitating robust cleansing and management processes.","Establishing clear communication can mitigate misunderstandings and build trust.","Ongoing support and training are critical to overcoming initial implementation hurdles."]},{"question":"When is the best time to adopt CFO Guide AI Capex Infra solutions?","answer":["The ideal time is when there's a clear need for enhanced operational efficiency.","Consider adopting during budget planning cycles to align with financial goals.","Organizations should assess their readiness for digital transformation initiatives.","Integration with ongoing projects can facilitate smoother transitions and adoption.","Regular reviews of market competition may indicate urgency in adopting AI solutions."]},{"question":"What are the sector-specific applications of CFO Guide AI Capex Infra?","answer":["In construction, it can optimize project scheduling and resource management effectively.","AI can predict maintenance needs, reducing downtime and operational disruptions.","Infrastructure projects benefit from improved compliance and regulatory adherence tools.","Organizations can leverage AI to simulate project scenarios for better planning.","Ultimately, tailored solutions drive enhanced value creation in specific sectors."]},{"question":"Why should my construction firm consider CFO Guide AI Capex Infra?","answer":["Adopting this technology can significantly enhance financial planning and forecasting accuracy.","It provides valuable insights that support strategic decision-making processes.","Organizations can achieve a competitive edge through increased operational efficiency.","Improved risk assessment capabilities lead to better compliance and project outcomes.","Ultimately, it aligns financial objectives with long-term business growth and sustainability."]}],"ai_use_cases":null,"roi_use_cases_list":null,"leadership_objective_list":{"title":"AI Leadership Priorities vs Recommended Interventions","value":[{"leadership_priority":"Enhance Project Cost Management","objective":"Implement AI tools to optimize budgeting and forecasting for infrastructure projects <\/a>, reducing cost overruns <\/a> and improving financial outcomes.","recommended_ai_intervention":"Integrate AI-driven financial modeling software","expected_impact":"Significantly lower project cost variances"},{"leadership_priority":"Improve Safety Protocols","objective":"Utilize AI to analyze safety data and predict potential hazards in construction sites, enhancing worker safety and compliance.","recommended_ai_intervention":"Deploy AI-based predictive safety analytics","expected_impact":"Reduce workplace accidents and improve safety ratings"},{"leadership_priority":"Streamline Resource Allocation","objective":"Leverage AI for real-time data <\/a> analysis to optimize the allocation of resources across multiple construction projects.","recommended_ai_intervention":"Implement AI resource optimization systems","expected_impact":"Increase resource utilization efficiency and reduce waste"},{"leadership_priority":"Boost Project Delivery Speed","objective":" Employ AI <\/a> technologies to accelerate project timelines through better scheduling and risk management practices.","recommended_ai_intervention":"Utilize AI-enhanced project management tools","expected_impact":"Shorten project completion times significantly"}]},"keywords":{"tag":"CFO Guide AI Capex Infra Construction and Infrastructure","values":[{"term":"Predictive Maintenance","description":"Utilizing AI to forecast equipment failures, allowing for timely repairs and reduced downtime in infrastructure projects.","subkeywords":null},{"term":"Digital Twins","description":"Virtual representations of physical assets that enable real-time monitoring and analysis, enhancing decision-making in capital expenditure.","subkeywords":[{"term":"Simulation Modeling"},{"term":"Data Analytics"},{"term":"Performance Optimization"}]},{"term":"Cost-Benefit Analysis","description":"A systematic approach to evaluate the financial implications of AI investments in construction, weighing costs against expected benefits.","subkeywords":null},{"term":"Robotic Process Automation","description":"Automating routine tasks in financial processes, improving efficiency and accuracy in capital management and reporting.","subkeywords":[{"term":"Workflow Automation"},{"term":"Efficiency Gains"},{"term":"Error Reduction"}]},{"term":"Cloud Computing","description":"Leveraging cloud infrastructure for storing and processing construction data, facilitating collaboration and scalability in AI applications.","subkeywords":null},{"term":"Machine Learning Models","description":"Algorithms that analyze historical data to predict outcomes, supporting strategic decision-making in capital projects.","subkeywords":[{"term":"Supervised Learning"},{"term":"Unsupervised Learning"},{"term":"Predictive Analytics"}]},{"term":"Smart Infrastructure","description":"Integrating AI and IoT in construction to create responsive environments that optimize asset performance and resource allocation.","subkeywords":null},{"term":"Data-Driven Decision Making","description":"Using AI-generated insights from data analysis to inform strategic choices in capital expenditures and resource allocation.","subkeywords":[{"term":"Analytics Tools"},{"term":"Business Intelligence"},{"term":"Strategic Planning"}]},{"term":"Risk Management","description":"Identifying and mitigating potential risks in construction projects through AI tools that analyze and predict risk factors.","subkeywords":null},{"term":"Sustainability Metrics","description":"Measuring the impact of construction practices on environmental sustainability, supported by AI analytics for reporting and compliance.","subkeywords":[{"term":"Carbon Footprint"},{"term":"Resource Efficiency"},{"term":"Regulatory Compliance"}]},{"term":"Project Lifecycle Management","description":"Managing all phases of construction projects with AI tools, enhancing coordination and efficiency from inception to completion.","subkeywords":null},{"term":"AI in Procurement","description":"Utilizing AI to optimize procurement processes, ensuring cost-effective sourcing and management of construction materials.","subkeywords":[{"term":"Supplier Evaluation"},{"term":"Cost Control"},{"term":"Inventory Management"}]},{"term":"Financial Forecasting","description":"Applying AI techniques to predict future financial performance and funding requirements in infrastructure projects.","subkeywords":null},{"term":"Performance Benchmarking","description":"Comparing project outcomes against industry standards using AI analytics to ensure competitiveness and efficiency in capital projects.","subkeywords":[{"term":"KPI Analysis"},{"term":"Best Practices"},{"term":"Continuous Improvement"}]}]},"call_to_action_3":{"description":"Work with Atomic Loops to architect your AI implementation roadmap from PoC to enterprise scale.","action_button":"Contact Now"},"description_memo":{"title":"Letter to Leaders - Executive Memos","content":"In the Construction and Infrastructure sector, embracing AI for CFO Guide AI Capex Infra is essential for maintaining market leadership and driving transformative growth. This strategic initiative is not just an operational enhancement; it is a critical opportunity to outpace competitors and shape the future of our industry. Executive sponsorship is vital to harness this potential and mitigate the risks of inaction."},"description_frameworks":{"title":"Strategic Frameworks for leaders","subtitle":"AI leadership Compass","keywords":[{"word":"Innovate","action":"Drive AI-driven construction solutions"},{"word":"Optimize","action":"Enhance resource management with AI"},{"word":"Collaborate","action":"Foster teamwork through data"},{"word":"Scale","action":"Expand capabilities with AI"}]},"description_essay":{"title":"AI-Driven Capex Transformation","description":[{"title":"AI: The Key to Intelligent Capital Allocation","content":"Integrating AI into CFO Guide AI Capex Infra enables smart allocation of resources, ensuring investments are directed where they generate the highest returns and strategic impact."},{"title":"Revolutionizing Decision-Making with AI Insights","content":"AI empowers leaders with real-time data analysis, transforming CFO Guide AI Capex Infra decisions from instinct-based to informed, fostering a culture of strategic foresight."},{"title":"Enhancing Project Outcomes through AI Efficiency","content":"AI optimizes project management in CFO Guide AI Capex Infra, minimizing delays and cost overruns while enhancing overall execution quality, resulting in superior project delivery."},{"title":"Future-Proofing Infrastructure Investments with AI","content":"Adopting AI in CFO Guide AI Capex Infra not only elevates current operations but also builds resilience against future market uncertainties, ensuring sustainable growth."}]},"pyramid_values":null,"risk_analysis":null,"checklist":null,"readiness_framework":null,"domain_data":null,"table_values":null,"graph_data_values":null,"key_innovations":null,"ai_roi_calculator":null,"roi_graph":null,"downtime_graph":null,"qa_yield_graph":null,"ai_adoption_graph":null,"maturity_graph":null,"global_graph":null,"yt_video":null,"webpage_images":null,"ai_assessment":null,"metadata":{"market_title":"CFO Guide AI Capex Infra","industry":"Construction and Infrastructure","tag_name":"Leadership Insights & Strategy","meta_description":"Unlock the potential of AI in capital expenditure with our CFO Guide. Streamline strategies, enhance decision-making, and drive infrastructure success.","meta_keywords":"CFO Guide AI Capex Infra, capital expenditure strategies, AI in construction, infrastructure leadership, decision-making optimization, construction technology insights, infrastructure management"},"case_study_images":["https:\/\/d1kmzxl7118mv8.cloudfront.net\/images\/cfo_guide_ai_capex_infra\/case_studies\/suffolk_construction_case_study.png","https:\/\/d1kmzxl7118mv8.cloudfront.net\/images\/cfo_guide_ai_capex_infra\/case_studies\/andrade_gutierrez_case_study.png","https:\/\/d1kmzxl7118mv8.cloudfront.net\/images\/cfo_guide_ai_capex_infra\/case_studies\/scs_jv_case_study.png","https:\/\/d1kmzxl7118mv8.cloudfront.net\/images\/cfo_guide_ai_capex_infra\/case_studies\/build_group_case_study.png"],"introduction_images":["https:\/\/d1kmzxl7118mv8.cloudfront.net\/images\/cfo_guide_ai_capex_infra\/cfo_guide_ai_capex_infra_generated_image.png","https:\/\/d1kmzxl7118mv8.cloudfront.net\/images\/cfo_guide_ai_capex_infra\/cfo_guide_ai_capex_infra_generated_image_1.png"],"s3_urls":["https:\/\/atomicloops-website.s3.amazonaws.com\/images\/cfo_guide_ai_capex_infra\/case_studies\/andrade_gutierrez_case_study.png","https:\/\/atomicloops-website.s3.amazonaws.com\/images\/cfo_guide_ai_capex_infra\/case_studies\/build_group_case_study.png","https:\/\/atomicloops-website.s3.amazonaws.com\/images\/cfo_guide_ai_capex_infra\/case_studies\/scs_jv_case_study.png","https:\/\/atomicloops-website.s3.amazonaws.com\/images\/cfo_guide_ai_capex_infra\/case_studies\/suffolk_construction_case_study.png","https:\/\/atomicloops-website.s3.amazonaws.com\/images\/cfo_guide_ai_capex_infra\/cfo_guide_ai_capex_infra_generated_image.png","https:\/\/atomicloops-website.s3.amazonaws.com\/images\/cfo_guide_ai_capex_infra\/cfo_guide_ai_capex_infra_generated_image_1.png"]}