# Software Analytics Market > Software Analytics Market Research Report Information By Service (Professional Service, Support and Maintenance Service), By Deployment (Cloud, On-Premise), By Vertical (IT & Telecommunication, Healthcare, BFSI, Retail), and By Region (Asia-Pacific, North America, Europe, and Rest Of The World) –Market Forecast Till 2035. - **Forecast Period:** 2025 - 2035 - **CAGR:** 9.05% - **2024:** $ 6.63 Billion - **2025:** $ 7.23 Billion - **2035:** $ 17.2 Billion - **Key Players:** Microsoft (US), IBM (US), SAP (DE), Oracle (US), SAS (US), Tableau (US), Qlik (US), Google (US), MicroStrategy (US) **Report ID:** MRFR/ICT/2917-HCR · **Pages:** 100 · **Author:** Apoorva Priyadarshi & Shubham Munde · **Last Updated:** April 06, 2026 **URL:** https://www.marketresearchfuture.com/reports/software-analytics-market-4270 --- ## Market Summary ## **Software Analytics Market Overview** The Software Analytics Market is projected to grow from **USD 6.63 billion** in 2024 to **USD 13.27 billion** by 2032, exhibiting a compound annual growth rate **(CAGR) of 9.05%** during the forecast period (2024 - 2032). Additionally, the market size for software analytics was valued at USD 6.01 billion in 2023. The increasing company competitiveness and demand for better software analytics are the key market drivers enhancing market growth. Data analysis is required everywhere, from bots to AI, which may appeal to the customer support option. Opportunities have increased for the market due to the rising demand for software analytics. **Figure 1: Software Analytics Market Size, 2023-2032 (USD Billion)** Source: Primary Research, Secondary Research, _Market Research Future_ Database and Analyst Review  ### **Industry News of Software Analytics Market** IBM and Palantir will collaborate in February 2021 to make it easier for businesses to deploy robust and open AI applications and unlock valuable data across hybrid cloud environments. The new solution uses Palantir Foundry and connects with Red Hat OpenShift, IBM Cloud Pack for Data, and IBM Watson. Additionally, the two companies will provide the knowledge and data science skills that businesses need to scale AI-infused solutions. The partnership is designed to support businesses that are looking to maximise the value of vast amounts of data, including those in retail, financial services, manufacturing, healthcare, and telecommunications. ### **Software Analytics Market Trends** #### **Rapid adoption of AI, machine learning (ML) methods, and the Internet of Things (IoT) is driving the market growth** Market CAGR for software analytics is driven by the increased adoption of advanced technology. Statistics from the International Data Corporation (IDC) predict that by 2025, 152,200 IoT devices will connect every minute. The demand for connected devices is rising, which accelerates edge computing adoption. Edge computing solutions are structures that move processors closer to the data source or destination rather than in clouds. Data close to the source or destination reduces network and server strain and speeds up data uploads to on-premises or cloud systems. Edge computing is particularly applicable to Industrial IoT due to its faster response times and real-time data processing capabilities. Furthermore, increasing edge computing adoption is anticipated to open up attractive market potential by increasing database quantity. Data is rapidly growing due to the expanding use of digital solutions globally in industries including banking, healthcare, BFSI, retail, agriculture, telecommunications and media. For instance, using artificial intelligence in agriculture significantly impacts pest control, precision farming, and risk management. The amount of data produced by smart machinery, soil sensors, and GPS-equipped tractors is enormous. In agriculture, big data analytics evaluates enormous data sets, including advanced risk assessment, supply tracks, natural patterns, optimal crops, and more. Similar to how businesses are using bots to modernize and automate working processes. Also, virtual assistants like Apple's Siri, Google Assistants, and Amazon Alexa produce a tonne of data. For instance, 8.2 billion digital voice assistants were used in 2020. Smartphone technology and network access improvements have increased social media usage. Thus, driving the software analytics market revenue. ### **Software Analytics Market Segment Insights** #### **Software Analytics Service Insights** The software analytics market segmentation, based on service, includes professional service, support and maintenance service. In 2022, the professional service sector dominated the market. A growing emphasis on digitizing company operations is anticipated to drive professional services. A significant trend in the business is the emergence of alternative legal service providers (ALSPs). Professional service providers are concentrating on artificial intelligence (AI) to improve their market position. AI may make professional service organizations run more effectively by increasing production, retaining top talent, minimizing scope creep, and increasing profitability. Additionally, in 2022, the maintenance service witnessed the fastest growth rate. Oil and gas, manufacturing, and processing are just a few industries frequently requiring maintenance services. Furthermore, the expansion of air travel globally is largely a result of globalization. This is driving up demand in the aerospace industry, ultimately driving demand for maintenance services. #### **Software Analytics Deployment Insights** The software analytics market segmentation, based on deployment, includes cloud and on-premise. In 2022, the on-premise market share was the largest. With less reliance on the internet and better protection against fraud and theft, on-premise solutions allow organizations greater freedom and control for customizing their IT infrastructure. These advantages are projected to persuade major enterprises to choose an on-premise deployment. The cloud segment is predicted to experience significant expansion during the projected period. The demand for cloud solutions is anticipated to expand as IoT and cloud computing become more widely adopted. Modern cloud analytics tools continue to impact how businesses manage, organize, and utilize the data produced by their digital channels. #### **Software Analytics Vertical Insights** The software analytics market segmentation, based on vertical, includes IT & telecommunication, healthcare, BFSI, and retail. In 2022, the BFSI category held the greatest market share. The continued use of advanced analytics for spotting fraudulent transactions, streamlining workflows, and managing data risks can be blamed for the segment rise. In addition, the market is anticipated to grow due to the increased deployment of BI software to offer continuous access to client databases, secure transactions, and improve the client experience. In 2022, the IT & telecom sector had a significant market share. The increased demand for collaboration tools like web conferencing and video conferencing is responsible for the market growth. Also, businesses in this industry are implementing cutting-edge analytical techniques to avoid fraud, such as illicit access, or **Figure 2: Software Analytics Market, by Vertical, 2022 & 2032 (USD billion)** Source: Secondary Research, Primary Research, _Market Research Future_ Database and Analyst Review ### **Software Analytics Regional Insights** By Region, the report provides market insights into Asia-Pacific, North America, Europe, and Rest of the World. The North American software analytics area will dominate this market. This is because a readily available infrastructure supports cutting-edge analytics and because cutting-edge technologies like AI and machine learning are becoming more prevalent. For instance, Microsoft Corporation announced in December 2021 a partnership with Consumer Value Store (CVS) Health, a provider of healthcare solutions, to create cutting-edge solutions to assist consumers in improving their health. CVS Health would use Azure cognitive services like Computer Vision and Text Analytics for Health for task automation. Further, the leading countries studied in the market report are U.S., Canada, German, UK, France, Spain, Italy, Japan, China, Australia, India, South Korea, and Brazil. **Figure 3: SOFTWARE ANALYTICS MARKET SHARE BY REGION 2022 (%)** Source: Secondary Research, Primary Research, _Market Research Future_ Database and Analyst Review Europe's software analytics market accounts for the second-largest market share. The use of modern communication, network solutions, electronic gadgets, social media, connected devices, and other technologies has been greatly accelerated across Europe. The region's rapidly expanding data is projected to drive up demand for analytics technologies. According to a report by the European Parliament, data analytics methods in Europe could increase industry productivity. Further, the German software analytics market held the largest market share, and the UK software analytics market was the fastest-growing market in the European region The Asia-Pacific Software Analytics Market is expected to grow at the fastest CAGR from 2023 to 2032. The regional market is expanding due to big data analytics tools and solutions being widely used there. Also, several businesses are investing significantly in customer analytics to boost productivity and efficiency. Moreover, China’s software analytics market held the largest market share, and the Indian software analytics market was the fastest-growing market in the Asia-Pacific region. ### **Software Analytics Key Market Players & Competitive Insights** Leading market players are investing heavily in research and development to expand their product lines, which will help the software analytics market, grow even more. Market participants are also undertaking different strategic activities to expand their footprint, with important market developments including new product launches, contractual agreements, mergers and acquisitions, higher investments, and collaboration with other organizations. To expand and survive in a more competitive and rising market climate, the software analytics industry must offer cost-effective items. Manufacturing locally to minimize operational costs is one of the key business tactics manufacturers use in the software analytics industry to benefit clients and increase the market sector. In recent years, the software analytics industry has offered some of the most significant advantages to medicine. Major players in the software analytics market, including Microsoft Corporation (U.S.), Oracle Corporation (U.S.), SAP SE (Germany), SAS Institute (U.S.), and others, are attempting to boost their market demand by investing in research and development operations. Microsoft Corporation is a multinational technology company based in Redmond, Washington. The Windows operating system, the Microsoft Office suite, and the Internet Explorer and Edge web browsers are among Microsoft's most well-known software products. Its major hardware products are the Xbox video game consoles and the Microsoft Surface family of touchscreen personal PCs. In March 2022, Microsoft introduced Azure Health Data Services. It is a Platform as a Service (PaaS) created primarily to serve analytical and transactional workloads. It integrates health data and drives cloud-based Artificial Intelligence (AI) that only supports Protected Health Information (PHI). The International Business Machines Corporation (IBM), or Big Blue, is a multinational technology business headquartered in Armonk, New York, with operations in over 175 countries. It specializes in computer hardware, middleware, and software, as well as hosting and consulting services spanning from mainframe computers to nanotechnology. In November 2022, IBM announced the launching of Business Analytics Enterprise, a business intelligence and analytics suite. The solution is intended to assist enterprises in breaking down data barriers and silos produced by employing diverse analytics tools across different departments. According to the company, the new suite will include a new Analytics Content Center and upgraded versions of Planning Analytics and Cognos Analytics with IBM Watson. ### **Key Companies in the software analytics market include** ### **Software Analytics Industry Developments** ### **Software Analytics Market Segmentation** #### **Software Analytics Service Outlook** #### **Software Analytics Deployment Outlook** #### **Software Analytics Vertical Outlook** #### **Software Analytics Regional Outlook** ## Market Drivers ### Emergence of Predictive Analytics The emergence of [predictive analytics](https://www.marketresearchfuture.com/reports/predictive-analytics-market-6845) is reshaping the Software Analytics Market. Organizations are increasingly adopting predictive models to forecast future trends and behaviors, allowing them to make proactive decisions. This trend is particularly relevant in sectors such as retail and manufacturing, where understanding customer preferences and operational efficiencies can lead to substantial competitive advantages. The predictive analytics market is anticipated to grow at a robust pace, with estimates suggesting a potential market size of over 20 billion dollars by 2025. This growth is indicative of a broader shift towards leveraging historical data to inform future strategies. As businesses seek to enhance their forecasting capabilities, the demand for sophisticated predictive analytics tools is likely to rise, further driving innovation within the Software Analytics Market. ### Increased Focus on Regulatory Compliance The Software Analytics Market is also witnessing an increased focus on regulatory compliance. As data privacy regulations become more stringent, organizations are compelled to adopt analytics solutions that ensure compliance with legal standards. This trend is particularly pronounced in sectors such as finance and healthcare, where data handling is subject to rigorous scrutiny. The market for compliance analytics is projected to grow significantly, driven by the need for businesses to mitigate risks associated with non-compliance. Companies are investing in software analytics tools that not only provide insights but also facilitate adherence to regulatory requirements. This shift indicates a broader recognition of the importance of compliance in maintaining organizational integrity and trust, thereby influencing purchasing decisions within the Software Analytics Market. ### Growing Importance of Real-Time Analytics In the Software Analytics Market, the growing importance of real-time analytics is becoming increasingly evident. Organizations are seeking solutions that provide immediate insights into their operations, customer behavior, and market trends. The ability to analyze data in real-time allows businesses to respond swiftly to changing conditions, thereby enhancing their agility and competitiveness. Recent reports suggest that the real-time analytics segment is expected to witness a compound annual growth rate of over 30% in the coming years. This trend underscores the necessity for software solutions that can process and analyze data instantaneously, enabling organizations to capitalize on opportunities as they arise. As a result, the demand for real-time analytics tools is likely to continue its upward trajectory, shaping the future of the Software Analytics Market. ### Integration of Advanced Visualization Tools The integration of advanced visualization tools is becoming a key driver in the Software Analytics Market. As organizations accumulate vast amounts of data, the ability to visualize this information effectively is paramount. Advanced visualization tools enable users to interpret complex data sets through intuitive graphical representations, facilitating better understanding and communication of insights. The market for data visualization software is projected to grow significantly, with estimates indicating a potential increase to over 10 billion dollars by 2026. This trend highlights the necessity for organizations to adopt tools that not only analyze data but also present it in a manner that is accessible and actionable. As a result, the demand for advanced visualization solutions is likely to continue to expand, influencing the overall landscape of the Software Analytics Market. ### Rising Demand for Data-Driven Decision Making The Software Analytics Market is experiencing a notable surge in demand for data-driven decision making. Organizations are increasingly recognizing the value of leveraging data analytics to enhance operational efficiency and drive strategic initiatives. According to recent estimates, the analytics software market is projected to reach a valuation of approximately 100 billion dollars by 2026. This growth is fueled by the need for businesses to derive actionable insights from vast amounts of data, enabling them to make informed decisions. As companies strive to remain competitive, the integration of advanced analytics tools becomes essential. This trend indicates a shift towards a more analytical culture within organizations, where data is not merely collected but actively utilized to inform business strategies. ## Future Outlook The Software Analytics Market is projected to grow at a 9.05% CAGR from 2025 to 2035, driven by increasing data complexity, demand for real-time insights, and advancements in AI technologies. **New opportunities:** - Development of AI-driven predictive analytics tools for enhanced decision-making. - Integration of software analytics with IoT platforms for real-time data processing. - Expansion into emerging markets with tailored analytics solutions for local industries. By 2035, the Software Analytics Market is expected to be robust, driven by innovation and strategic expansions. ## Segment Insights ### By Service: Professional Service (Largest) vs. Support and Maintenance Service (Fastest-Growing) In the Software Analytics Market, the service segment is predominantly characterized by Professional Services, which account for a significant portion of the market share. These services include consulting, implementation, and integration operations that are essential for businesses looking to leverage analytics tools effectively. Support and Maintenance Services, while smaller in market share, are gaining traction as organizations increasingly prioritize ongoing assistance and updates to ensure optimal tool performance. The growing reliance on software analytics for informed decision-making is enhancing the demand for these services. Professional Service (Dominant) vs. Support and Maintenance Service (Emerging) Professional Services in the Software Analytics Market are widely recognized for their crucial role in enabling businesses to derive actionable insights from data. This segment encompasses a variety of offerings, such as strategic consulting, implementation strategies, and customized training, positioning itself as a dominant force by directly impacting the efficiency and effectiveness of analytics use. Conversely, Support and Maintenance Services represent an emerging trend as customers demand reliable, continuous support and timely updates that enhance the functionality of software analytics solutions. As organizations adapt to fast-evolving technology landscapes, these services are becoming essential for sustaining competitive advantages, driving both innovation and client satisfaction. ### By Deployment: Cloud (Largest) vs. On-Premise (Fastest-Growing) In the Software Analytics Market, the deployment segment is primarily dominated by the cloud model. This model has gained considerable traction due to its scalability, flexibility, and cost-effectiveness. Organizations increasingly prefer cloud-based solutions as they offer real-time analytics and easy integration with other software tools, leading to significant market share. On the other hand, on-premise solutions, while historically strong, are now experiencing a resurgence as enterprises seek greater control of their data and compliance, thus carving out a substantial segment of the market. Deployment: Cloud (Dominant) vs. On-Premise (Emerging) The cloud deployment model in the Software Analytics Market stands as the dominant choice for businesses looking to leverage advanced analytics without the heavy upfront investment associated with traditional systems. Its characteristics include ease of access, lower maintenance costs, and the ability to rapidly scale resources according to demand. Conversely, the on-premise deployment model is considered an emerging option, driven by factors such as increased data privacy concerns and the need for stringent regulatory compliance. This model appeals to organizations that prioritize security, customization, and direct control over their analytics infrastructure, thus diversifying the market landscape. ### By Vertical: IT & Telecommunication (Largest) vs. Healthcare (Fastest-Growing) The Software Analytics Market is notably dominated by the IT & Telecommunication sector, reflecting a substantial portion of overall market share. This dominance is largely attributed to the increasing reliance on data-driven decision-making and performance optimization within tech-focused industries. Healthcare, while presenting a smaller market share, is rapidly catching up, driven by the growing need for data analytics in patient care and operational efficiency. IT & Telecommunication: Dominant vs. Healthcare: Emerging The IT & Telecommunication sector has established itself as the dominant force within the Software Analytics Market, characterized by a robust infrastructure and an ever-increasing demand for data solutions to enhance service delivery. Companies in this segment focus on using analytics to drive network optimization, customer insights, and operational efficiencies. Conversely, the Healthcare sector is emerging with significant growth potential, as organizations seek advanced analytics for better patient outcomes and streamlined processes. This segment is rapidly adopting software analytics to harness patient data, improve administrative efficiency, and facilitate compliance with regulations, positioning it as a key player in the healthcare technology landscape. ## Regional Market Share Analysis ### North America : Innovation and Leadership Hub North America leads the Software Analytics Market, holding approximately 45% of the global share, driven by rapid technological advancements and a strong demand for data-driven decision-making. The region benefits from a robust regulatory environment that encourages innovation and investment in analytics solutions. The increasing adoption of cloud-based analytics tools and AI technologies further propels market growth, making it a key player in the global landscape. The United States is the largest market, followed by Canada, both showcasing a competitive landscape with major players like Microsoft, IBM, and Oracle. These companies are continuously innovating to meet the growing demand for [advanced analytics](https://www.marketresearchfuture.com/reports/advanced-analytics-market-5285) solutions. The presence of numerous startups and established firms fosters a dynamic ecosystem, ensuring that North America remains at the forefront of software analytics development. ### Europe : Emerging Analytics Powerhouse Europe is witnessing significant growth in the Software Analytics Market, accounting for around 30% of the global share. The region's growth is fueled by stringent data protection regulations, such as GDPR, which drive organizations to adopt advanced analytics solutions for compliance and operational efficiency. The increasing focus on digital transformation across various sectors is also a key driver, enhancing the demand for sophisticated analytics tools. Leading countries in this region include Germany, the UK, and France, where companies are investing heavily in analytics capabilities. Major players like SAP and IBM are expanding their offerings to cater to the evolving needs of businesses. The competitive landscape is characterized by a mix of established firms and innovative startups, ensuring a vibrant market environment that fosters continuous improvement and adaptation to new technologies. ### Asia-Pacific : Rapidly Growing Market Asia-Pacific is rapidly emerging as a significant player in the Software Analytics Market, holding approximately 20% of the global share. The region's growth is driven by increasing digitalization, a surge in data generation, and a growing emphasis on data-driven decision-making across industries. Governments are also promoting initiatives to enhance technological adoption, further catalyzing market expansion. Countries like China, India, and Japan are leading the charge, with a strong presence of both local and international players. Companies such as SAS and Tableau are expanding their footprint in the region, catering to the diverse needs of businesses. The competitive landscape is evolving, with a mix of established firms and new entrants, creating a dynamic environment that encourages innovation and growth in software analytics solutions. ### Middle East and Africa : Emerging Analytics Frontier The Middle East and Africa region is gradually emerging in the Software Analytics Market, currently holding about 5% of the global share. The growth is primarily driven by increasing investments in technology and a rising awareness of the importance of data analytics in business operations. Governments are initiating various digital transformation projects, which are expected to boost the adoption of analytics solutions across sectors. Leading countries in this region include South Africa, UAE, and Kenya, where there is a growing interest in leveraging analytics for improved decision-making. The competitive landscape is still developing, with a mix of local and international players entering the market. Companies are focusing on tailored solutions to meet the unique needs of businesses in this diverse region, paving the way for future growth in software analytics. ## Competitive Benchmarking Leading market players are investing heavily in research and development to expand their product lines, which will help the software analytics market, grow even more. Market participants are also undertaking different strategic activities to expand their footprint, with important market developments including new product launches, contractual agreements, mergers and acquisitions, higher investments, and collaboration with other organizations. To expand and survive in a more competitive and rising market climate, the software analytics industry must offer cost-effective items. Manufacturing locally to minimize operational costs is one of the key business tactics manufacturers use in the software analytics industry to benefit clients and increase the market sector. In recent years, the software analytics industry has offered some of the most significant advantages to medicine. Major players in the software analytics market, including Microsoft Corporation (U.S.), Oracle Corporation (U.S.), SAP SE (Germany), SAS Institute (U.S.), and others, are attempting to boost their market demand by investing in research and development operations. Microsoft Corporation is a multinational technology company based in Redmond, Washington. The Windows operating system, the Microsoft Office suite, and the Internet Explorer and Edge web browsers are among Microsoft's most well-known software products. Its major hardware products are the Xbox video game consoles and the Microsoft Surface family of touchscreen personal PCs. In March Microsoft introduced Azure Health Data Services. It is a Platform as a Service (PaaS) created primarily to serve analytical and transactional workloads. It integrates health data and drives cloud-based Artificial Intelligence (AI) that only supports Protected Health Information (PHI). The International Business Machines Corporation (IBM), or Big Blue, is a multinational technology business headquartered in Armonk, New York, with operations in over 175 countries. It specializes in computer hardware, middleware, and software, as well as hosting and consulting services spanning from mainframe computers to nanotechnology. In November IBM announced the launching of Business Analytics Enterprise, a business intelligence and analytics suite. The solution is intended to assist enterprises in breaking down data barriers and silos produced by employing diverse analytics tools across different departments. According to the company, the new suite will include a new Analytics Content Center and upgraded versions of Planning Analytics and Cognos Analytics with IBM Watson. ## Report Scope | MARKET SIZE 2024 | 6.63(USD Billion) | | --- | --- | | MARKET SIZE 2025 | 7.23(USD Billion) | | MARKET SIZE 2035 | 17.2(USD Billion) | | COMPOUND ANNUAL GROWTH RATE (CAGR) | 9.05% (2025 - 2035) | | REPORT COVERAGE | Revenue Forecast, Competitive Landscape, Growth Factors, and Trends | | BASE YEAR | 2024 | | Market Forecast Period | 2025 - 2035 | | Historical Data | 2019 - 2024 | | Market Forecast Units | USD Billion | | Key Companies Profiled | Microsoft (US), IBM (US), SAP (DE), Oracle (US), SAS (US), Tableau (US), Qlik (US), Google (US), MicroStrategy (US) | | Segments Covered | Service, Deployment, Vertical, Region | | Key Market Opportunities | Integration of artificial intelligence enhances predictive capabilities in the Software Analytics Market. | | Key Market Dynamics | Rising demand for data-driven decision-making fuels competition and innovation in the Software Analytics Market. | | Countries Covered | North America, Europe, APAC, South America, MEA | ## Frequently Asked Questions **Q: What is the projected market valuation of the Software Analytics Market by 2035?** A: The Software Analytics Market is projected to reach a valuation of 17.2 USD Billion by 2035. **Q: What was the market valuation of the Software Analytics Market in 2024?** A: In 2024, the Software Analytics Market had a valuation of 6.63 USD Billion. **Q: What is the expected CAGR for the Software Analytics Market during the forecast period 2025 - 2035?** A: The expected CAGR for the Software Analytics Market during the forecast period 2025 - 2035 is 9.05%. **Q: Which companies are considered key players in the Software Analytics Market?** A: Key players in the Software Analytics Market include Microsoft, IBM, SAP, Oracle, SAS, Tableau, Qlik, Google, and MicroStrategy. **Q: What are the projected valuations for the Professional Service segment by 2035?** A: The Professional Service segment is projected to grow from 2.65 USD Billion in 2024 to 6.85 USD Billion by 2035. **Q: How does the On-Premise deployment segment compare to the Cloud segment in terms of future growth?** A: The On-Premise deployment segment is expected to increase from 2.63 USD Billion in 2024 to 7.2 USD Billion by 2035, whereas the Cloud segment is projected to grow from 4.0 USD Billion to 10.0 USD Billion. **Q: What is the anticipated growth for the IT & Telecommunication vertical in the Software Analytics Market?** A: The IT & Telecommunication vertical is expected to grow from 2.0 USD Billion in 2024 to 5.0 USD Billion by 2035. **Q: What are the future projections for the Healthcare vertical in the Software Analytics Market?** A: The Healthcare vertical is projected to expand from 1.5 USD Billion in 2024 to 3.5 USD Billion by 2035. **Q: What is the expected growth trajectory for the BFSI vertical in the Software Analytics Market?** A: The BFSI vertical is anticipated to grow from 1.8 USD Billion in 2024 to 4.5 USD Billion by 2035. **Q: How does the Retail vertical's growth compare to other verticals in the Software Analytics Market?** A: The Retail vertical is projected to increase from 1.33 USD Billion in 2024 to 4.2 USD Billion by 2035, indicating robust growth relative to other verticals. --- *This Markdown endpoint is provided for AI systems and LLM crawlers. 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