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What is Artificial Intelligence?
In simple terms, Artificial Intelligence (AI) refers to systems or solutions that can replicate human decision-making capabilities. These solutions often leverage a combination of software and hardware to mimic human capabilities like problem -solving and decision making.
AI Enabled Applications in SAP Portfolio
SAP applications leverage AI and ML algorithms extensively to either embed innovative capabilities within their solutions, help end-users perform advanced analytics with minimal technical proficiency, or allow data scientists and ML engineers to build advanced ML models and solutions. SAP HANA has been designed to be easily leveraged as a scalable ML platform. A powerful in-built tool is the Predictive Analytics Library (PAL). SAP data intelligence has a rich ML content library. Like most best-of-breed analytics tools, SAP Analytics Cloud provides users the ability to leverage advanced Machine Learning (ML) algorithms. While ML algorithms have many applications, predictive analytics remains a key one.
What is Artificial Intelligence?
In simple terms, Artificial Intelligence (AI) refers to systems or solutions that can replicate human decision-making capabilities. These solutions often leverage a combination of software and hardware to mimic human capabilities like problem -solving and decision making.
AI Enabled Applications in SAP Portfolio
SAP applications leverage AI and ML algorithms extensively to either embed innovative capabilities within their solutions, help end-users perform advanced analytics with minimal technical proficiency, or allow data scientists and ML engineers to build advanced ML models and solutions. SAP HANA has been designed to be easily leveraged as a scalable ML platform. A powerful in-built tool is the Predictive Analytics Library (PAL). SAP data intelligence has a rich ML content library. Like most best-of-breed analytics tools, SAP Analytics Cloud provides users the ability to leverage advanced Machine Learning (ML) algorithms. While ML algorithms have many applications, predictive analytics remains a key one.
On the business processes side, SAP AI offering promises to infuse transformative intelligence to all key business processes areas like lead to cash, design to operate, source to pay and recruit to retire. AI algorithms help include innovative features across all these processes.
Key Considerations for SAPinsiders
- Develop a fundamental understanding of AI algorithms: Explore what specific algorithms are available and understand where they can be leveraged. This will help you get optimal value from these tools. As an example, you should be aware that you can use clustering algorithms for customer segmentation. Here is an example of a good overview of critical algorithms used in SAP applications.
- Understand the limitations of underlying data infrastructure: Understanding aspects of the underlying database is also critical. This helps you build pragmatic models. As an example, HANA has a 2 billion rows limitation, and hence you may have to leverage partitioning of tables for data larger than that. This impacts your model development as well.
- Understand the limitations of tools available: Understanding the ML tools’ limitations is another aspect that saves you a lot of pain. For example, some PAL algorithms have limits on the number of parameters. This means you will have to pay more attention to feature selection or feature engineering while building models with these algorithms. You can find several examples of these limitations on the SAP help portal and SAP blogs.
259 results
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Discover Joule: From Apps to Agents – Unlock the Power of SAP Build with Joule
December 11, 2025
Enterprise innovation is shifting from static apps to agentic AI that acts and scales. Discover how SAP Build and Joule combine to deliver AI-powered experiences that boost adoption, accelerate app development, and streamline automation. Learn how developers can create and extend with custom Joule skills while ensuring security and governance. A unified demo will showcase…
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Unlocking the Power of Joule AI in SuccessFactors: Simplifying Navigation, Actions, and Information Retrieval
Reading time: 2 mins
Joule, an AI-powered assistant in SAP SuccessFactors, enhances user experience by simplifying navigation, automating HR actions, and facilitating quick information retrieval, thereby transforming interactions within the platform and increasing productivity.
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4 Key Uses of SAP Business AI in eCommerce
Reading time: 2 mins
SAP Business AI enhances eCommerce by optimizing audience segmentation, personalizing product recommendations, automating catalog descriptions, and streamlining sales order processes, positioning retailers for competitive success in a rapidly changing retail landscape.
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Understanding SAP Business AI Functions Across Industries
Reading time: 3 mins
SAP Business AI enhances various industries through embedded, purpose-built AI capabilities that optimize business processes, drive efficiency, and adapt to market demands, providing actionable insights and smarter decision-making.
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Breaking Down Joule Integration Capabilities
Reading time: 3 mins
SAP’s generative AI copilot, Joule, is poised to enhance enterprise software by providing context-aware support across business functions, necessitating careful integration and preparedness to unlock its full potential.
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SAP’s Consumer Products Industry Solutions
Reading time: 1 min
SAP’s consumer products solutions integrate cloud ERP, AI, and business networks to help companies adapt quickly to market changes and evolving customer expectations. By connecting supply chains, enabling sustainable practices, and providing intelligent revenue growth management, SAP empowers businesses to boost efficiency, profitability, and customer loyalty.
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Discover Joule: Smarter Travel and Expense for Efficiency and Compliance with Joule AI
December 09, 2025
Join us to explore how SAP Concur, the leader in travel and expense management, evolves with Joule AI agents. From planning trips to submitting reports, Joule makes every step smarter, faster, and more intuitive. In this session, we’ll show how intelligent automation reduces friction, increases compliance, and simplifies user experiences, empowering employees and finance teams…
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SAP Joule for Consultants Expert Session: Unlock efficient project delivery with Joule
December 03, 2025
Do you have questions you want answered about SAP Joule for Consultants? This webinar provides an overview of SAP Joule for Consultants, an AI-powered assistant tailored to enhance the productivity and problem-solving capabilities of consultants, whether in consulting or client organisations. The session aims to educate attendees on the features, knowledge base, unique value compared…
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SAP Joule For Consultants Expert Session
November 06, 2025
Do you have questions you want answered about SAP Joule for Consultants? This webinar provides an overview of SAP Joule for Consultants, an AI-powered assistant tailored to enhance the productivity and problem-solving capabilities of consultants, whether in consulting or client organisations. The session aims to educate attendees on the features, knowledge base, unique value compared…
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Discover Joule: Unlocking Strategic Sourcing and Transforming Procurement with Joule Agents
December 04, 2025
Join this session to see how SAP Joule revolutionizes spend management with AI-powered procurement. Explore how intelligent agents accelerate sourcing by automating RFP creation; reduce errors with smart expense validation; and cut costs by streamlining offsite planning. Joule helps to alleviate: Manual, Time-Intensive Procurement Tasks Procurement professionals are bogged down creating RFPs from scratch, manually…
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