https://raw.githubusercontent.com/ajmaradiaga/feeds/main/scmt/topics/Artificial-Intelligence-qa.xmlSAP Community - Artificial Intelligence2026-02-19T12:10:04.926607+00:00python-feedgenArtificial Intelligence Q&A in SAP Communityhttps://community.sap.com/t5/technology-q-a/has-joule-cross-business-role-data-bleeding-been-addressed-and-how/qaq-p/14059870Has Joule cross business-role data bleeding been addressed, and how?2025-03-28T11:12:49.046000+01:00DennisBkgaardhttps://community.sap.com/t5/user/viewprofilepage/user-id/2032334<P>With the case of Joule being embedded throughout the core of SAP S/4HANA Cloud Public ecosystem, it's natural to assume that Joule has access to all the data in the underlying datastores - which makes sense. However, as with any LLM there substantial considerations regarding bleeding data, either directly or as derivatives. I'm not worried about out-of-organisation security issues, more so cross-organisation security complications.</P><P> </P><P>I have been looking around for articles or blog posts regarding Joule's grasp on this / measures in place to prevent bleeding, but I haven't found any.</P><P>In the most simple case, imagine two business roles;</P><P>- Junior Procurement/Sourcing </P><P>- Senior Procurement/Sourcing</P><P> </P><P>The only difference is the junior does not have access to supplier contact information to protect business IP. Given both roles have access to Joule, I would expect outputs of Joule to be governed by similarly to defined access rights in the individual Business Role Access Categories.</P><P>In this case, access rights to specific fields are relatively simple, and could essentially be dealt with in the same way as LLM's deal with copyright material / LORA's etc. However, this becomes increasingly complex, and is by no means trivial, as the amount of business roles, data access, data and output types increase.</P><P>So:</P><P>1. How - technically - does Joule enforce the same minimal-access principles as there exists around RBAC? </P><P>2. Does there exist generalized analytics/monitoring around Joule interactions to identify and act upon data-bleeding instances?</P><P>3. Does Joule always work across tenant-data, or is "Joule" an individual agent per. user/union of unique business role combinations scoped to only have access to the data a business role(s) has access to, and is it actively designed to prevent access to more data in the context window?</P><P>Unless there exists a formal article on the technical implementation of this, which we can refer to with regards to data sensitivity, it must be assumed that data bleeding is at best possible and at worst not seriously considered in Joule. </P>2025-03-28T11:12:49.046000+01:00https://community.sap.com/t5/technology-q-a/exploring-sap-joule-integration-options-with-sap-datasphere/qaq-p/14075462Exploring SAP Joule Integration Options with SAP Datasphere2025-04-14T15:07:03.690000+02:00SAPranavhttps://community.sap.com/t5/user/viewprofilepage/user-id/882477<P class="">Hello SAP Community,</P><P class="">I'm exploring the possibility of integrating <STRONG>SAP Joule</STRONG> with <STRONG>SAP Datasphere</STRONG> — either via direct service availability or custom architecture.</P><P class="">Specifically, I’m interested in understanding:</P><UL><LI><P class="">Is <STRONG>SAP Joule</STRONG> currently accessible as a standalone service on <STRONG>SAP BTP</STRONG> or only embedded within specific SAP applications?</P></LI><LI><P class="">Are there any <STRONG>supported or recommended approaches</STRONG> for using Joule’s capabilities in conjunction with <STRONG>SAP Datasphere</STRONG>?</P></LI><LI><P class="">Does the roadmap include <STRONG>broader availability of Joule APIs or SDKs</STRONG> that developers could leverage for custom integrations?</P></LI></UL><P class="">I’d appreciate any guidance, documentation links, or experience others have had exploring this kind of setup.</P><P class="">Thanks in advance!</P><P><a href="https://community.sap.com/t5/c-khhcw49343/Joule/pd-p/d0136351-8a9c-4881-aebc-bf414b785998" class="lia-product-mention" data-product="1207-1">Joule</a> <a href="https://community.sap.com/t5/c-khhcw49343/SAP+Datasphere/pd-p/73555000100800002141" class="lia-product-mention" data-product="16-1">SAP Datasphere</a> </P>2025-04-14T15:07:03.690000+02:00https://community.sap.com/t5/crm-and-cx-q-a/questions-about-sap-joule/qaq-p/14076048Questions about SAP Joule2025-04-15T07:07:51.942000+02:00Karthik_Muruganhttps://community.sap.com/t5/user/viewprofilepage/user-id/2080683<P>Hello SAP Community,<BR /><BR />We are planning to enable SAP Joule. But before we proceed, we wanted to understand the capabilities of Joule with respect to SAP Sales Cloud Version 2. I had a few questions regarding it, please read through them and provide your insights.<BR /><BR />I understand that SAP Joule currently has 3 Interaction Patterns: Transactional, Navigational and Informational. But I would like to know more about the following:<BR /><BR />1. What are the Business Objects supported in Joule with respect to SAP Sales Cloud Version 2?<BR />2. What are the use-cases that are supported in Joule with respect to SAP Sales Cloud Version 2?<BR />3. What are the current limitations of Joule?<BR />4. Is there a way to customize navigation capabilities of Joule from SAP Sales Cloud Version 2 to SAP ECC?<BR /><BR />If there are any online sources that I could reference for the questions above, please provide those to me as well.<BR /><BR />Thanks in advance,<BR />Karthik C M.</P>2025-04-15T07:07:51.942000+02:00https://community.sap.com/t5/technology-q-a/ai-agent/qaq-p/14089059AI Agent2025-04-29T08:42:17.144000+02:00darma1212https://community.sap.com/t5/user/viewprofilepage/user-id/854918<P class="">Dear SAP Community,</P><P class="">I would like to inquire regarding the availability and usage of AI Agents within SAP environments.</P><OL><LI><P class="">Are AI Agents available for both SAP Public Cloud and SAP Private Cloud editions?</P></LI><LI><P class="">Could you kindly provide guidance on the prerequisites, activation process, and how to utilize AI Agents in both cloud models?</P></LI></OL><P class="">I appreciate your support and look forward to your insights.</P><P class="">Best Regards,</P><P class="">Darma</P>2025-04-29T08:42:17.144000+02:00https://community.sap.com/t5/technology-q-a/sap-business-ai-where-to-start/qaq-p/14093763SAP Business AI - Where to start?2025-05-05T20:35:02.409000+02:00geronassohttps://community.sap.com/t5/user/viewprofilepage/user-id/15080<H1 id="toc-hId-1581051406">SAP Discovery Center: Your Gateway to AI-Powered Innovation</H1><P class="">In today's rapidly evolving digital landscape, organizations need a centralized platform to discover, evaluate, and implement innovative technologies. The <A href="https://discovery-center.cloud.sap/" target="_blank" rel="noopener nofollow noreferrer">SAP Discovery Center</A> serves this purpose, functioning as a comprehensive gateway to SAP's vast ecosystem of solutions, with a particular emphasis on artificial intelligence capabilities.</P><H2 id="toc-hId-1513620620">What is SAP Discovery Center?</H2><P class="">SAP Discovery Center is a dynamic online platform that serves as your primary resource for exploring and implementing SAP Business Technology Platform (BTP) services and <A href="https://discovery-center.cloud.sap/ai-catalog/" target="_blank" rel="noopener nofollow noreferrer">AI features</A>. It provides structured guidance for creating tailored business solutions that address specific organizational challenges.</P><P class="">As stated on the platform itself, SAP Discovery Center positions itself as "Your Gateway to Innovation," helping users to "Discover, evaluate, and adopt SAP Business Technology Platform services and AI features to create tailored business solutions."</P><H2 id="toc-hId-1317107115">Key Components of SAP Discovery Center</H2><P class="">The Discovery Center is organized around three core pillars:</P><H3 id="toc-hId-1249676329">1. Discover</H3><P class="">Browse comprehensive catalogs of:</P><UL class=""><LI><A href="https://discovery-center.cloud.sap/ai-catalog/" target="_blank" rel="noopener nofollow noreferrer">AI Features</A></LI><LI><A href="https://discovery-center.cloud.sap/viewServices" target="_blank" rel="noopener nofollow noreferrer">SAP BTP Services</A></LI><LI><A href="https://discovery-center.cloud.sap/refArchCatalog/" target="_blank" rel="noopener nofollow noreferrer">Reference Architectures</A></LI><LI><A href="https://discovery-center.cloud.sap/" target="_blank" rel="noopener nofollow noreferrer">Customer Stories</A></LI><LI><A href="https://discovery-center.cloud.sap/search/solution%20diagram" target="_blank" rel="noopener nofollow noreferrer">Solution Diagrams</A></LI><LI><A href="https://roadmaps.sap.com/" target="_blank" rel="noopener noreferrer">Roadmaps</A></LI></UL><H3 id="toc-hId-1053162824">2. Evaluate</H3><P class="">Identify and assess the most suitable solutions with tools like:</P><UL class=""><LI><A href="https://discovery-center.cloud.sap/estimator" target="_blank" rel="noopener nofollow noreferrer">Service Estimator</A></LI><LI><A href="https://discovery-center.cloud.sap/ai-estimator" target="_blank" rel="noopener nofollow noreferrer">AI Estimator</A></LI><LI>Price and Value Estimates</LI></UL><H3 id="toc-hId-856649319">3. Adopt</H3><P class="">Implement solutions with:</P><UL class=""><LI>Quick Account Setup</LI><LI>Proof of Concept Creation</LI><LI>Expert Collaboration</LI><LI>Initial Setup Guidance</LI><LI>Guided Project Board</LI></UL><H2 id="toc-hId-531053095">Featured Content in SAP Discovery Center</H2><P class="">The Discovery Center showcases innovation highlights designed to accelerate business transformation:</P><H3 id="toc-hId-463622309">Missions</H3><P class="">Step-by-step guidance for implementing specific use cases, with support from topic experts and the SAP Community. AI Missions:</P><OL><LI><A href="https://use-case-repository-proxy.cfapps.eu10-004.hana.ondemand.com/public/resources/UC00004338/N9ECFBTGXFECWBNPMZR5UKG5IRW2FXV1WGL7RKPFS" target="_blank" rel="noopener nofollow noreferrer">Get Started with SAP Business AI</A></LI><LI><A href="https://use-case-repository-proxy.cfapps.eu10-004.hana.ondemand.com/public/resources/UC10000234/VPUZ7JKG3GOIU6XDIURIAS2HTOAAK6WROTVMLUOTNO" target="_blank" rel="noopener nofollow noreferrer">Activate Joule for SAP SuccessFactors</A></LI><LI><A href="https://use-case-repository-proxy.cfapps.eu10-004.hana.ondemand.com/public/resources/UC10000014/IOMAXZHHGLSBYOPT8DQEDA7VSWT8OEDOQZJS4T2HFQS" target="_blank" rel="noopener nofollow noreferrer">GenAI Mail Insights: Develop a CAP application using GenAI and Retrieval Augmented Generation (RAG)</A></LI><LI><A href="https://use-case-repository-proxy.cfapps.eu10-004.hana.ondemand.com/public/resources/UC10000365/UMINIXFJBRJTLLYYJXZ4PZNL6G8ICVWXXB9YOTGNHA" target="_blank" rel="noopener nofollow noreferrer">Establish a Unified Joule Instance</A></LI><LI><A href="https://use-case-repository-proxy.cfapps.eu10-004.hana.ondemand.com/public/resources/UC10000246/NZB2V8X7UHN1EUAHBBKSGLFQWHQMZYEWW4DGXL6XBE" target="_blank" rel="noopener nofollow noreferrer">Activate Joule with SAP S/4HANA Cloud Public Edition</A></LI><LI><A href="https://digitalmarketplace-sapcpprd.s3.eu-central-1.amazonaws.com/dMfEj03RjuturYw-NJ7ACbBsxs3CC9qN9BgouB6VVw-S0Y6-13fqHdQvqrBOr6Cu.svg" target="_blank" rel="noopener nofollow noreferrer">Digitizing Criticality Assessments using SAP AI Core and SAP AI Launchpad</A></LI><LI><A href="https://use-case-repository-proxy.cfapps.eu10-004.hana.ondemand.com/public/resources/UC10000253/4Y9RCP2HWKRBMQWQH96AKJACLCVH9C8LOUMA1TVT8S" target="_blank" rel="noopener nofollow noreferrer">Facilitate Invoice Validation - Leveraging Document Information Extraction</A></LI><LI><A href="https://use-case-repository-proxy.cfapps.eu10-004.hana.ondemand.com/public/resources/UC10000228/KQWYXXY6OJQSWZ9FYPTM4WN4SYGHBSRBVGQGVBDIM" target="_self" rel="nofollow noopener noreferrer">Get Started with SAP Build Code and Joule using Generative AI (Trial and Enterprise Account)</A></LI><LI><A href="https://proxybridgesdck5a4a61ad17b8dc3.hana.ondemand.com/proxybridge-sdc-k5a4a6-1.0.0/readonly/cmis/json/5e5fd7b197b6556fa80bc826/root?objectId=Ye3oi3FnLiTyZyTxo4k4_RqhxAYOSqZceyE0j3BRdcQ" target="_blank" rel="noopener nofollow noreferrer">Process and approve your invoices with SAP Build Process Automation</A></LI><LI><A href="https://use-case-repository-proxy.cfapps.eu10-004.hana.ondemand.com/public/resources/UC10000102/PTPL3MI0XGUQCS9FAYOCY53V06UTG66LXRHS3XVXYE" target="_blank" rel="noopener nofollow noreferrer">Leveraging SAC visualizations with the power of GenAI</A></LI><LI><A href="https://use-case-repository-proxy.cfapps.eu10-004.hana.ondemand.com/public/resources/UC10000396/B9FYKEYKPWJW99JKBBPFQBHE5NNOXOJAWMP6MSYIBFM" target="_blank" rel="noopener nofollow noreferrer">Automate Agency Recruiting Process with SAP Build Process Automation</A></LI><LI><A href="https://use-case-repository-proxy.cfapps.eu10-004.hana.ondemand.com/public/resources/UC00004330/KKNR8VQVFHDCRZTHZABSXJ0VVXHJYWIORZSBGV3EK" target="_blank" rel="noopener nofollow noreferrer">Make your Experience Management Survey More Intelligent with ChatGPT</A></LI></OL><H3 id="toc-hId-267108804"> </H3><H3 id="toc-hId-70595299">Reference Architectures</H3><P class="">Explore and understand different architecture patterns implementable using SAP Business Technology Platform services, such as:</P><UL class=""><LI><A href="https://discovery-center.cloud.sap/refArchDetail/ref-arch-open-ai" target="_blank" rel="noopener nofollow noreferrer">Retrieval Augmented Generation with GenAI on SAP BTP</A></LI></UL><DIV class=""> </DIV><P><span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Retrieval-Augmented-Generation-and-Generative-AI-on-SAP-BTP-single_diagram.png" style="width: 999px;"><img src="https://community.sap.com/t5/image/serverpage/image-id/257842i3792D7EB247A8E67/image-size/large?v=v2&px=999" role="button" title="Retrieval-Augmented-Generation-and-Generative-AI-on-SAP-BTP-single_diagram.png" alt="Retrieval-Augmented-Generation-and-Generative-AI-on-SAP-BTP-single_diagram.png" /></span></P><H3 id="toc-hId--201149575">SAP BTP Services</H3><P class="">Discover services that help integrate, extend, and build solutions, including:</P><UL class=""><LI>Integration Suite: An industry-leading integration platform-as-a-service</LI></UL><H3 id="toc-hId--397663080">AI Features Catalog</H3><P class="">A comprehensive catalog of the 210 <A href="https://discovery-center.cloud.sap/ai-catalog/" target="_blank" rel="noopener nofollow noreferrer">AI capabilities</A> to optimize productivity, drive innovation, and personalize experiences across SAP's product portfolio.</P><P class=""> </P><UL><LI><A href="https://discovery-center.cloud.sap/ai-catalog/?category=pp.2" target="_blank" rel="noopener nofollow noreferrer">Customer Relationship Management:</A> 55 items</LI><LI><A href="https://discovery-center.cloud.sap/ai-catalog/?category=pp.1" target="_blank" rel="noopener nofollow noreferrer">Enterprise Management (Corporate)</A>: 36 items</LI><LI><A href="https://discovery-center.cloud.sap/ai-catalog/?category=pp.3" target="_blank" rel="noopener nofollow noreferrer">Human Capital Management</A>: 23 items</LI><LI><A href="https://discovery-center.cloud.sap/ai-catalog/?category=pp.6" target="_blank" rel="noopener nofollow noreferrer">Product Lifecycle Management</A>: 3 items</LI><LI><A href="https://discovery-center.cloud.sap/ai-catalog/?category=pp.5" target="_blank" rel="noopener nofollow noreferrer">Spend Management</A>: 33 items</LI><LI><A href="https://discovery-center.cloud.sap/ai-catalog/?category=pp.8" target="_blank" rel="noopener nofollow noreferrer">Supply Chain Management</A>: 31 items</LI><LI><A href="https://discovery-center.cloud.sap/ai-catalog/?category=pp.4" target="_blank" rel="noopener nofollow noreferrer">Technology Platform</A>: 30 items</LI></UL><P> </P><H2 id="toc-hId--300773578">The AI Feature Estimator</H2><P class="">One of the most valuable tools within the Discovery Center is the AI Feature Estimator. This tool helps organizations:</P><UL class=""><LI>Generate estimates for AI features</LI><LI>Modify estimates as requirements evolve</LI><LI>Share estimates with stakeholders</LI><LI>Understand the potential business impact of AI implementation</LI></UL><H2 id="toc-hId--497287083">Related Resources</H2><P class="">SAP Discovery Center connects users to a broader ecosystem of resources:</P><UL class=""><LI>SAP Help Portal</LI><LI>SAP BTP Guidance Framework</LI><LI>Business Content</LI><LI>Customer References</LI><LI>Tutorials</LI><LI>Communities</LI><LI>Road Map Explorer</LI><LI>Partner Applications</LI></UL><H2 id="toc-hId--693800588">Why SAP Discovery Center Matters for AI Implementation</H2><P class="">For organizations interested in implementing AI within their SAP landscape, the Discovery Center provides several unique advantages:</P><OL class=""><LI><STRONG>Centralized Information</STRONG>: A single source of truth for all available AI features across the SAP portfolio</LI><LI><STRONG>Guided Implementation</STRONG>: Step-by-step missions for specific AI use cases</LI><LI><STRONG>Estimation Tools</STRONG>: Resources to calculate potential costs and value</LI><LI><STRONG>Real-world Examples</STRONG>: Customer stories demonstrating successful implementations</LI><LI><STRONG>Expert Support</STRONG>: Access to topic experts and community resources</LI></OL><P class="">By leveraging the SAP Discovery Center, organizations can accelerate their AI adoption journey, reduce implementation risks, and maximize the business value of their investments in SAP's AI capabilities.</P><H1 id="toc-hId--596911086"> </H1><H1 id="toc-hId--793424591">The Importance of Artificial Intelligence Training for SAP Solutions</H1><P class="">Artificial Intelligence (AI) is transforming how companies operate, enabling greater efficiency, process automation, and more accurate predictive analytics. Within the SAP ecosystem, AI plays a fundamental role in optimizing business processes, from financial management to customer experience.</P><P class="">Building AI expertise within the SAP context is not just a competitive advantage but a necessity for professionals who wish to drive innovation and extract maximum value from technological solutions.</P><P class="">Whether through predictive modeling, robotic process automation (RPA), or virtual assistants, AI in the SAP universe is opening new business possibilities. Therefore, investing in continuous learning and exploring specific training can be decisive for standing out in the market.</P><H2 id="toc-hId--1283341103">Exploring the SAP Discovery Center: Strategic Positioning in Artificial Intelligence</H2><P class="">The <STRONG>SAP Discovery Center</STRONG> is an essential resource for any professional seeking to understand and implement Artificial Intelligence solutions in the SAP ecosystem. It offers a comprehensive view of use cases, integrations, and best practices, helping companies accelerate their digital journey with AI.</P><P class="">Through the Discovery Center, it's possible to access reference projects, explore services, and gain valuable insights on how to leverage AI capabilities within SAP solutions. This way, professionals and organizations can make more informed decisions and improve their innovation strategy.</P><H2 id="toc-hId--1479854608">List of Artificial Intelligence Training for SAP</H2><P class="">Here is an organized list of essential training programs on Artificial Intelligence in SAP:</P><P class=""> </P><OL><LI><A class="" href="https://learning.sap.com/learning-journeys/introducing-sap-business-ai-strategy-and-partner-opportunity?userlogin=true" target="_self" rel="noopener noreferrer"><STRONG>Exploring the SAP Business AI Portfolio</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/introducing-sap-business-ai-commercial-model" target="_self" rel="noopener noreferrer"><STRONG>Introducing SAP Business AI Commercial Model</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/introducing-sap-business-ai-for-cloud-erp" target="_self" rel="noopener noreferrer"><STRONG>Introducing SAP Business AI for Cloud ERP</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/discovering-new-ai-capabilities-for-sap-finance" target="_self" rel="noopener noreferrer"><STRONG>Discovering SAP Business AI Capabilities for SAP Finance</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/introducing-sap-business-ai-for-sap-successfactors" target="_self" rel="noopener noreferrer"><STRONG>Introducing SAP Business AI for SAP SuccessFactors</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/introducing-sap-business-ai-for-customer-experience" target="_self" rel="noopener noreferrer"><STRONG>Introducing SAP Business AI for Customer Experience</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/positioning-the-capabilities-and-benefits-of-the-sap-hana-cloud-vector-engine" target="_self" rel="noopener noreferrer"><STRONG>Positioning the Capabilities and Benefits of the SAP HANA Cloud Vector Engine</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/introducing-sap-business-ai-for-sap-digital-supply-chain" target="_self" rel="noopener noreferrer"><STRONG>Introducing SAP Business AI for SAP Digital Supply Chain</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/introducing-sap-business-ai-for-spend-management?userlogin=true" target="_self" rel="noopener noreferrer"><STRONG>Introducing SAP Business AI for Spend Management</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/applying-a-human-centered-approach-to-identify-and-define-business-ai-use-cases" target="_self" rel="noopener noreferrer"><STRONG>Applying a Human-Centered Approach to Identify and Define Business AI Use Cases</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/navigating-large-language-models-fundamentals-and-techniques-for-your-use-case" target="_self" rel="noopener noreferrer"><STRONG>Navigating Large Language Models Fundamentals and Techniques for Your Use Case</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/boosting-your-cloud-transformation-journey-with-sap-business-ai-and-generative-ai" target="_self" rel="noopener noreferrer"><STRONG>Boosting Your Cloud Transformation Journey with SAP Business AI and Generative AI</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/solving-your-business-problems-using-prompts-and-llms-in-sap-s-generative-ai-hub" target="_self" rel="noopener noreferrer"><STRONG>Solving Your Business Problems Using Prompts and LLMs in SAP's Generative AI Hub</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/provisioning-and-implementing-joule" target="_self" rel="noopener noreferrer"><STRONG>Provisioning and Implementing Joule</STRONG></A></LI><LI><A class="" href="https://learning.sap.com/learning-journeys/creating-applications-and-extensions-using-sap-build-code" target="_self" rel="noopener noreferrer"><STRONG>Creating Applications and Extensions Using SAP Build Code</STRONG></A></LI><LI><A class="" href="https://content-discovery.int.sap/assets/demo-store/19234?referer=%2F%3FassetTypeIds%3De042b329-9f58-4fe0-ab4d-12f2ce8cdd17" target="_self" rel="nofollow noopener noreferrer"><STRONG>SAP Build Code - Generative AI-powered Development with Joule Copilot</STRONG></A></LI><LI><A class="" href="https://content-discovery.int.sap/assets/demo-store/19273?referer=%2F%3FassetTypeIds%3De042b329-9f58-4fe0-ab4d-12f2ce8cdd17" target="_self" rel="nofollow noopener noreferrer"><STRONG>Generative AI with SAP AI Launchpad</STRONG></A></LI><LI><A class="" href="https://content-discovery.int.sap/assets/demo-store/19270" target="_self" rel="nofollow noopener noreferrer"><STRONG>SAP HANA Cloud with Vector Engine and GenAI Hub</STRONG></A></LI></OL><DIV class=""><DIV><DIV><DIV class=""><DIV class=""><DIV><DIV class=""><P class="">These training programs are fundamental for any professional who wants to master Artificial Intelligence in the SAP ecosystem and enhance their business solutions.</P></DIV></DIV></DIV><DIV class=""><DIV class=""><DIV class=""><DIV> </DIV></DIV></DIV></DIV></DIV></DIV></DIV></DIV><DIV class=""> </DIV><DIV class="">Send your doubts!</DIV>2025-05-05T20:35:02.409000+02:00https://community.sap.com/t5/technology-q-a/detecting-handwritten-vs-digital-docs-in-sap-cap-dox/qaq-p/14096930Detecting Handwritten vs. Digital Docs in SAP CAP + DOX2025-05-09T08:46:00.939000+02:00sundarhttps://community.sap.com/t5/user/viewprofilepage/user-id/1393233<P><SPAN>I'm working on a solution using </SPAN><STRONG>SAP CAP (Cloud Application Programming) with Node.js</STRONG><SPAN>, integrated with </SPAN><STRONG>SAP Document Information Extraction (DOX)</STRONG><SPAN>. This project sends documents via API to the DOX service to extract relevant information from files such as invoices and receipts. My requirement here is to check whether the document is </SPAN><STRONG>handwritten or computer-generated</STRONG><SPAN>. This distinction could significantly enhance data accuracy and processing logic. If anyone has insights on integrating handwriting detection with SAP DOX or using pre-processing techniques for document classification, I’d love to connect and learn more.</SPAN></P>2025-05-09T08:46:00.939000+02:00https://community.sap.com/t5/technology-q-a/sap-bdc-demo-environment/qaq-p/14107492SAP BDC Demo Environment2025-05-21T10:07:19.202000+02:00SANA11https://community.sap.com/t5/user/viewprofilepage/user-id/1696282<P>Hello All, </P><P><SPAN>Since the BDC trial version is now available, I’d like to create a demo using it. Could you please guide me on how to enable or build the content? Also, is it possible to showcase a demo using standard content, considering that the source systems are not properly maintained? I’m looking for any way to effectively pitch it to clients. I’m exploring options to work exclusively within BDC AI/ML part. The practice source systems are not properly maintained, making it impractical to establish connections with them. However, intelligent applications or insight apps require both source and target systems to be connected in order to enable the content. Are there any materials or documents available that can guide the implementation of Databricks AI/ML on raw data within an SAP BDC environment?</SPAN></P>2025-05-21T10:07:19.202000+02:00https://community.sap.com/t5/technology-q-a/need-information-on-different-sap-ai-modules-resources/qaq-p/14148414Need information on different SAP AI modules/Resources2025-07-09T15:44:37.948000+02:00Narasimhahttps://community.sap.com/t5/user/viewprofilepage/user-id/14917<P>I am preparing for the SAP AI certification and went through all the relevant course material. I still need clarification on some concepts. I have put my understanding of different SAP AI resources with an example. Could someone clarify if my understanding is correct ?</P><P>SAP AI Module Primary Role What It Does Examples</P><TABLE><TBODY><TR><TD><STRONG>SAP AI Core</STRONG></TD><TD>Manages end-to-end lifecycle of <STRONG>any ML model</STRONG></TD><TD>- Train, deploy, monitor containerized models- Define YAML pipelines, executables, secrets</TD><TD><span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Train an MRP delay prediction model using TensorFlow<span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Monitor PO exception forecasting</TD></TR><TR><TD><STRONG>SAP Generative AI Hub</STRONG></TD><TD>Connects to <STRONG>external LLMs</STRONG> via an <STRONG>abstraction layer</STRONG></TD><TD>- Prompt execution- Orchestration- Safety filters- Document grounding</TD><TD><span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Ask GPT-4 to summarize blocked invoices in S/4HANA<span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Use Claude to explain a supply issue</TD></TR><TR><TD><STRONG>SAP AI Launchpad</STRONG></TD><TD><STRONG>Central UI</STRONG> for managing all AI assets (Core + GenAI)</TD><TD>- Deployment dashboard- Manage pipelines, prompts, templates, secrets</TD><TD><span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> See status of ML model runs<span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Manage GenAI Hub prompts and results in one place</TD></TR><TR><TD><STRONG>SAP AI Foundation</STRONG></TD><TD><STRONG>Infrastructure layer</STRONG> that powers Core & GenAI</TD><TD>- Resource orchestration (e.g., CPU, GPU)- Security, observability, scaling</TD><TD><span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Supports storage access to datasets in Azure blob<span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Enables auth and runtime allocation</TD></TR><TR><TD><STRONG>SAP AI Business Services</STRONG></TD><TD><STRONG>Pre-built APIs</STRONG> for common AI tasks</TD><TD>- Pre-trained services like: ▪ Document Information Extraction ▪ Service Ticket Intelligence</TD><TD><span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Auto-extract invoice fields from PDF<span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Categorize helpdesk ticket based on past text data</TD></TR><TR><TD><STRONG>SAP HANA Vector Engine</STRONG></TD><TD>Embedding & vector search for <STRONG>RAG</STRONG> or semantic search</TD><TD>- Stores embeddings- Enables Retrieval-Augmented Generation (RAG) pipelines</TD><TD><span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Query internal policies grounded to document embeddings<span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Match customer queries to SOPs</TD></TR><TR><TD><STRONG>SAP BTP SDK for Generative AI (Python)</STRONG></TD><TD>SDK to call GenAI Hub/Orchestration APIs from code</TD><TD>- Define LLM, prompt, and deployment in Python- Access orchestration APIs</TD><TD><span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Call GPT from a script to validate MRP output<span class="lia-unicode-emoji" title=":small_blue_diamond:">🔹</span> Automate prompt evaluation over vendor data</TD></TR></TBODY></TABLE>2025-07-09T15:44:37.948000+02:00https://community.sap.com/t5/technology-q-a/can-joule-ai-make-sap-readiness-check-amp-process-insights-smarter/qaq-p/14178894Can Joule AI Make SAP Readiness Check & Process Insights Smarter?2025-08-12T18:20:14.608000+02:00TommyB65https://community.sap.com/t5/user/viewprofilepage/user-id/2003338<P>Hi everyone,</P><P>I’m Tommy, an intern at SAP. As part of my internship, I’ve been given the research topic:</P><P> "<EM>How to utilise Joule to interpret SAP tools such as Readiness Check and Signavio Process Insights</EM>"</P><P>After discussions with the original topic proposer, I’ve refined this to:</P><P> "<EM>Leveraging Joule AI for immediate, context-aware interpretation of SAP tools such as Readiness Check and Process Insights outputs through integrated or standalone models.</EM>"</P><P><STRONG>Current ideas under exploration:</STRONG></P><P><STRONG>Potential role of AI (Joule):</STRONG></P><P> Integrated approach – Joule embedded directly in tools for live Q&A and guidance.</P><P> Standalone approach – Central Joule portal where exported tool data is uploaded for AI-generated summaries.</P><P><STRONG>Industry & process-specific insights:</STRONG></P><P> Could Joule be trained using Signavio Process Explorer as a knowledge source?</P><P><STRONG>Customer-specific process learning:</STRONG></P><P> Could Joule learn a customer’s business processes over time to adjust tool benchmark thresholds?</P><P> For example, if a process is flagged as problematic by a benchmark but is actually fine for a specific customer, could Joule adapt to avoid false alarms?</P><P>I’m not looking to start a conversation and see if this direction aligns with others’ perspectives and see if anyone has experience in the topic.</P><P>Would love to hear your thoughts!</P>2025-08-12T18:20:14.608000+02:00https://community.sap.com/t5/technology-q-a/sap-business-ai-driving-the-next-wave-of-enterprise-innovation/qaq-p/14182239SAP Business AI – Driving the Next Wave of Enterprise Innovation2025-08-17T04:48:19.355000+02:00chandra_reddy1https://community.sap.com/t5/user/viewprofilepage/user-id/271052<H2 id="toc-hId-1737805072">Why It Matters</H2><P>AI is no longer a distant concept—it’s transforming how businesses operate today. Generative AI alone is projected to add up to <STRONG>$4.4 trillion</STRONG> in global productivity within the next five years. For SAP customers, who generate 87% of the world’s commerce, the impact of embedding AI directly into core business processes is both immediate and profound.</P><P><STRONG>Key Highlights:</STRONG></P><P><STRONG>Joule – The AI Copilot</STRONG></P><UL><LI><P>Acts as SAP’s <STRONG>unified front end</STRONG>, enabling users to work in natural language.</P></LI><LI><P>Delivers context-aware insights, transaction execution, and navigation across SAP apps.</P></LI><LI><P>Boosts efficiency by <STRONG>up to 80%</STRONG> for employees.</P></LI><LI><P>Coordinates specialized AI agents for complex tasks (e.g., dispute resolution, sustainability planning).</P></LI><LI><P>Integrates with <STRONG>Microsoft Copilot for Office 365</STRONG> for seamless cross-platform experiences.</P></LI></UL><P><STRONG>Embedded AI – Innovation at Scale</STRONG></P><UL><LI><P>AI features are built directly into SAP’s cloud solutions (ERP, Supply Chain, HCM, CRM, Procurement, etc.).</P></LI><LI><P>Use cases already improving business outcomes:</P><UL><LI><P><STRONG>Henkel</STRONG> → Faster, data-driven decisions with AI in SAP Analytics Cloud.</P></LI><LI><P><STRONG>FC Bayern Munich</STRONG> → Accelerated recruiting with generative AI in SAP SuccessFactors.</P></LI><LI><P><STRONG>Gibson</STRONG> → Boosted email revenue by 50% through AI-powered customer engagement.</P></LI></UL></LI><LI><P>Over <STRONG>100+ new AI features released in 2024</STRONG>, with continuous quarterly rollouts.</P></LI></UL><P><STRONG>AI Foundation – Building Custom Solutions</STRONG></P><UL><LI><P>Part of SAP Business Technology Platform (BTP).</P></LI><LI><P>Provides developers with reusable AI services, lifecycle management, and access to leading LLMs (OpenAI, Google, AWS, Meta, etc.).</P></LI><LI><P>Offers deep integration with SAP HANA Cloud Vector Engine and SAP Knowledge Graph for contextualized business data.</P></LI><LI><P>Enables low-data AI innovation, such as invoice due date predictions or sales order auto-filling .</P></LI></UL><P><STRONG>Responsible AI at SAP</STRONG></P><UL><LI><P>Commitment to <STRONG>ethics, privacy, and security</STRONG>:</P><UL><LI><P>No partner or third-party models are trained on customer data.</P></LI><LI><P>AI ethics embedded in governance via SAP’s AI Ethics Steering Committee.</P></LI><LI><P>Guardrails against misuse, bias, and security risks.</P></LI></UL></LI><LI><P>Alignment with <STRONG>UNESCO AI ethics standards</STRONG> and <STRONG>EU AI Act compliance</STRONG> .</P></LI></UL><P>SAP’s vision is <STRONG>AI-first and suite-first</STRONG>:</P><UL><LI><P>AI copilots like Joule will become hyper-personalized.</P></LI><LI><P>More AI-driven automation across finance, HR, supply chain, and sustainability.</P></LI></UL><P>The future is already here. With SAP Business AI, organizations can run better, innovate faster, and empower people to focus on what truly matters.</P><P>Explore more:</P><UL><LI><P><A class="" href="https://discovery-center.cloud.sap/ai-catalog/" target="_new" rel="noopener nofollow noreferrer">SAP Business AI Feature Catalog</A></P></LI><LI><P><A class="" href="https://learning.sap.com/learning-journeys?page=1&query=artificial+intelligence" target="_new" rel="noopener noreferrer">Learning Journeys</A></P></LI></UL>2025-08-17T04:48:19.355000+02:00https://community.sap.com/t5/technology-q-a/error/qaq-p/14209413Error2025-09-06T09:38:22.178000+02:00thakurphttps://community.sap.com/t5/user/viewprofilepage/user-id/2252326<P>error</P>2025-09-06T09:38:22.178000+02:00https://community.sap.com/t5/technology-q-a/finding-sap-note-using-ai/qaq-p/14209415Finding SAP Note using AI2025-09-06T09:48:14.448000+02:00thakurphttps://community.sap.com/t5/user/viewprofilepage/user-id/2252326<H3 id="toc-hId-1888339165" id="toc-hId-1888339167">The Challenge Every Basis Administrator Knows</H3><P>If you’ve worked in SAP Basis, you know the scenario well:<BR />A transport fails, a short dump appears in ST22, or a background job terminates.</P><P><EM>The next step?</EM><SPAN> </SPAN>Hunting through SAP Notes in the Launchpad.</P><P>This process is often:</P><UL><LI><P>Time-consuming, with hundreds of possible Notes.</P></LI><LI><P>Keyword-driven, meaning you need to guess the right search terms.</P></LI><LI><P>Trial-and-error, as many Notes don’t exactly match the error in your system.</P></LI></UL><P>The result is hours of lost productivity, delayed fixes, and frustrated teams.</P><P>Today’s SAP Notes search is powerful, but it depends heavily on manual filtering. Notes can be technical, fragmented, or reference outdated versions of components. Even experienced Basis administrators often spend too much time narrowing down the “right” Note.</P><P>At the same time, SAP landscapes are becoming more complex, spanning<SPAN> </SPAN><STRONG>S/4HANA, cloud integrations, DB migrations, and hybrid infrastructures</STRONG>. This complexity only increases the challenge of quickly mapping system errors to the correct Note.</P><H3 id="toc-hId-1691825660" id="toc-hId-1691825662">Where AI Can Make a Difference</H3><P>This is where<SPAN> </SPAN><STRONG>Artificial Intelligence (AI) and Natural Language Processing (NLP)</STRONG><SPAN> </SPAN>can transform the way we work with SAP Notes.</P><P>Imagine a system that could:</P><UL><LI><P><STRONG>Read your error log automatically</STRONG><SPAN> </SPAN>(from ST22, SM21, STMS, or job logs).</P></LI><LI><P><STRONG>Understand the context</STRONG><SPAN> </SPAN>of the error beyond keywords (e.g., system version, module, DB type).</P></LI><LI><P><STRONG>Recommend the top 3 SAP Notes</STRONG><SPAN> </SPAN>most relevant to fixing that exact error.</P></LI><LI><P><STRONG>Learn from history. I</STRONG>f a Note solved the issue for your team in the past, it would prioritize that next time.</P></LI></UL><P>This would save Basis teams valuable hours, reduce downtime, and make troubleshooting far more efficient.</P><H3 id="toc-hId-1495312155" id="toc-hId-1495312157">How It Could Work in Practice</H3><OL><LI><P><STRONG>Log Capture</STRONG>: System errors, dumps, or transport logs are collected (e.g., via Solution Manager or Focused Run).</P></LI><LI><P><STRONG>AI/NLP Engine</STRONG>: An AI model trained on historical SAP error messages and Notes embeddings interprets the log text.</P></LI><LI><P><STRONG>Notes Recommendation</STRONG>: The system suggests a short, ranked list of relevant Notes.</P></LI><LI><P><STRONG>Feedback Loop</STRONG>: Administrators confirm whether the suggested Note fixed the issue, improving recommendations over time.</P></LI></OL><P>This approach transforms troubleshooting from<SPAN> </SPAN><STRONG>manual search</STRONG><SPAN> </SPAN>to<SPAN> </SPAN><STRONG>AI-powered recommendation</STRONG>.</P><P>AI-powered Note recommendation is just the beginning. Over time, such a system could evolve into an intelligent assistant that:</P><UL><LI><P>Correlates<SPAN> </SPAN><STRONG>SAP + OS + DB logs</STRONG><SPAN> </SPAN>for cross-layer analysis.</P></LI><LI><P>Validates system refreshes and upgrades by comparing logs before and after.</P></LI><LI><P>Predicts risks in transports or background jobs before they fail.</P></LI></UL><P>This vision aligns with SAP’s own push toward intelligent operations and embedded AI, but with a strong focus on the<SPAN> </SPAN><STRONG>Basis layer</STRONG>, where today much of the work is still manual.</P><H3 id="toc-hId-1298798650" id="toc-hId-1298798652">Final Thoughts</H3><P>By applying AI and NLP to SAP Notes, Basis teams can move from reactive troubleshooting to proactive, intelligent support.</P><P>This is an area where I believe there is huge potential for innovation, research, and where every Basis professional can benefit.</P><P><U><EM><STRONG>I’m exploring this further and would love to connect with others interested in AI + Basis.</STRONG></EM></U></P>2025-09-06T09:48:14.448000+02:00https://community.sap.com/t5/technology-q-a/sap-ecosystem-ai-rank-tracking-for-suppliers/qaq-p/14251986SAP Ecosystem - AI Rank Tracking for Suppliers2025-10-23T18:37:52.281000+02:00babarangahttps://community.sap.com/t5/user/viewprofilepage/user-id/2261487<P>In 2025, enterprise decision-making is shifting from traditional search engines to <STRONG>AI-driven research</STRONG>.<BR />Executives, procurement teams, and consultants are increasingly asking AI engines like ChatGPT, Gemini, Claude, and Perplexity questions such as:</P><UL><LI><P>“Best ERP platforms for manufacturing”</P></LI><LI><P>“Top SAP integration partners in Europe”</P></LI><LI><P>“Best solutions for supply chain automation”</P></LI></UL><P>The <STRONG>brands and solutions that appear in those AI-generated answers</STRONG> are the ones shaping real buying decisions. If your product or service isn’t showing up there, you’re invisible at the moment that matters most.</P><P>The <STRONG>best tool</STRONG> to track and optimize this new kind of visibility is <A class="" href="https://www.airankchecker.net" target="_new" rel="noopener nofollow noreferrer"><STRONG>www.airankchecker.net</STRONG></A>.</P><UL><LI><P>Tracks how often your company or SAP-related solution appears in AI answers</P></LI><LI><P>Monitors relevant keywords and queries across multiple AI engines</P></LI><LI><P>Gives actionable data to improve positioning in enterprise AI search</P></LI><LI><P>Ideal for SAP partners, integrators, and solution providers</P></LI></UL><P>This is not a marketing add-on. AI search is rapidly becoming a <STRONG>core channel in enterprise technology purchasing</STRONG>. The companies that optimize early will lead.</P><P>Has anyone here already started tracking their brand presence inside AI-generated answers?</P>2025-10-23T18:37:52.281000+02:00https://community.sap.com/t5/technology-q-a/unable-to-complete-practical-test-applying-the-value-story-of-sap-business/qaq-p/14266623Unable to Complete Practical Test- Applying the Value Story of SAP Business AI2025-11-12T12:30:19.609000+01:00keshavatulhttps://community.sap.com/t5/user/viewprofilepage/user-id/889103<P>Hello All,</P><P>I am planning to give the SAP certification exam</P><P>SAP Certified Associate- Positioning SAP Business AI Solutions as part of SAP Business Suite, however, I am unable to complete the practical test Applying the Value Story of SAP Business AI in the learning journey.</P><P>I have followed the steps as given in the video in the learning journey (Customer Return Management with SAP Business AI in SAP S/4 Hana Cloud) however still not able to complete the practical test as a result of which I am not able to give the final exam.</P><P>I have attached the screenshots for your reference, request your help for the same.</P><P>Kind Regards</P><P>Atul</P><P> </P><P> </P><P> </P>2025-11-12T12:30:19.609000+01:00https://community.sap.com/t5/technology-q-a/how-to-properly-configure-sap-cap-mcp-server-so-codex-can-detect-it/qaq-p/14284832How to properly configure SAP CAP MCP Server so Codex can detect it?2025-12-05T15:55:31.483000+01:00fabi2295https://community.sap.com/t5/user/viewprofilepage/user-id/878859<P>I'm trying to configure Codex to detect and use the SAP CAP MCP Server, but Codex keeps saying that no MCP server is running, even though I can start it manually and see it listening on a port.</P><P>Here is what I tried so far:</P><P><STRONG>mcp.json</STRONG></P><pre class="lia-code-sample language-json"><code>{
"servers": {
"cds-mcp": {
"command": "npx",
"args": ["-y", "@cap-js/mcp-server"],
"env": {},
"type": "stdio"
}
},
"inputs": []
}</code></pre><P> </P><P>The SAP CAP MCP server appears to run correctly (screenshot attached), but Codex still reports:</P><P><span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="fabi2295_0-1764946483817.png" style="width: 400px;"><img src="https://community.sap.com/t5/image/serverpage/image-id/349007i9518263EBD948D4F/image-size/medium?v=v2&px=400" role="button" title="fabi2295_0-1764946483817.png" alt="fabi2295_0-1764946483817.png" /></span></P><P><CODE>config.toml</CODE> (Codex)</P><pre class="lia-code-sample language-abap"><code>[tools.mcp-server-cap]
type = "mcp"
command = "cds-mcp"
args = ["--port", "4005"]</code></pre><P> </P><P><STRONG>Question</STRONG></P><P>Has anyone managed to configure Codex with the CAP MCP server?<BR />Is there something obvious I'm missing. Perhaps related to TCP vs STDIO mode or how Codex expects MCP servers to be declared?</P><P>Any help or working example would be greatly appreciated.</P>2025-12-05T15:55:31.483000+01:00https://community.sap.com/t5/technology-q-a/how-can-genai-be-effectively-used-in-sap-s-4hana-implementation-and-support/qaq-p/14301076How can GenAI be effectively used in SAP S/4HANA implementation and support projects?2026-01-05T06:42:26.965000+01:00juveria_sap_integrityhttps://community.sap.com/t5/user/viewprofilepage/user-id/2271579<P> </P><P>Hello SAP Community,</P><P>I would like to understand how<SPAN> </SPAN><STRONG>Generative AI (GenAI)</STRONG><SPAN> </SPAN>can be practically applied within the SAP ecosystem, especially in<SPAN> </SPAN><STRONG>S/4HANA implementation, migration, and support projects</STRONG>.</P><P>Specifically, I’m interested in insights on:</P><UL><LI><P>Using GenAI for<SPAN> </SPAN><STRONG>requirements analysis and documentation</STRONG></P></LI><LI><P>Automating<SPAN> </SPAN><STRONG>test case creation and test data preparation</STRONG></P></LI><LI><P>Supporting<SPAN> </SPAN><STRONG>ABAP development</STRONG>, code review, and optimization</P></LI><LI><P>Enhancing<SPAN> </SPAN><STRONG>functional consulting</STRONG><SPAN> </SPAN>(FI, MM, SD, etc.) through AI-driven analysis</P></LI><LI><P>Improving<SPAN> </SPAN><STRONG>incident management and ticket resolution</STRONG><SPAN> </SPAN>in AMS/support scenarios</P></LI><LI><P>Any SAP-native tools or integrations (e.g., SAP Joule, SAP BTP + AI services)</P></LI></UL><P>I’d appreciate real-world examples, best practices, limitations to be aware of, and recommendations on where GenAI adds the most value in SAP projects.</P><P>Thank you in advance for sharing your experiences and suggestions.</P><P>Best regards,<BR />Juveria</P>2026-01-05T06:42:26.965000+01:00https://community.sap.com/t5/technology-q-a/ai-powered-products-alignment-with-sap/qaq-p/14317001AI powered products - Alignment with SAP2026-01-28T17:56:29.977000+01:00CristianBohnsdalenhttps://community.sap.com/t5/user/viewprofilepage/user-id/2015416<P>Hi, I am designing and developing AI powered products specifically for SAP. I want to align with SAP to make that these products don´t already exist, and that they can eventually be integrated into SAP. The goal is to add value to SAP´s existing product portfolio, leveraging on Artificial Intelligence. Who can I contact in SAP?</P>2026-01-28T17:56:29.977000+01:00https://community.sap.com/t5/supply-chain-management-q-a/technical-rfc-building-an-quot-auditable-autopilot-quot-for-material/qaq-p/14317861Technical RFC: Building an "Auditable Autopilot" for Material Shortages – Where is the real Excel He2026-01-29T15:37:07.353000+01:00skalejhttps://community.sap.com/t5/user/viewprofilepage/user-id/2277761<DIV class="">Hi everyone,</DIV><DIV class="">I’m an AI developer in Germany architecting a<SPAN> </SPAN><STRONG>"Human-in-the-loop"</STRONG><SPAN> </SPAN>agent to automate exception handling for discrete manufacturers (<EM>Mittelstand</EM>).</DIV><DIV class="">The goal is to reduce the 4+ hours of manual coordination that happens when a supplier is late or a carrier delay occurs, leading to potential line stops. We are focusing on a safe, auditable<SPAN> </SPAN><STRONG>"exception autopilot"</STRONG><SPAN> </SPAN>model rather than a generic "digital brain."</DIV><DIV class="">I have a few "reality check" questions for the consultants and experts here. I need brutal honesty so I don't build a product that fails in a real German factory environment:</DIV><OL class=""><LI><SPAN class=""><STRONG>The 'Shadow' System:</STRONG><SPAN> </SPAN>When a delay hits, does the rescheduling happen in SAP (e.g., MD04/CO06) immediately, or do planners usually run a<SPAN> </SPAN><STRONG>'Shadow Excel'</STRONG><SPAN> </SPAN>for 1-2 days first to figure out the impact?</SPAN></LI><LI><SPAN class=""><STRONG>The Data Gap:</STRONG><SPAN> </SPAN>What’s the one piece of information that is<SPAN> </SPAN><EM>never</EM><SPAN> </SPAN>in SAP (e.g., real-time carrier GPS, unstructured email updates) that forces a human to manually<SPAN> </SPAN><STRONG>'bridge' the gap</STRONG>?</SPAN></LI><LI><SPAN class=""><STRONG>The 'Green Button' Barrier:</STRONG><SPAN> </SPAN>If an AI drafted the SAP update and the supplier email, what is the<SPAN> </SPAN><STRONG>#1 reason</STRONG><SPAN> </SPAN>a German Plant Manager would<SPAN> </SPAN><EM>not</EM><SPAN> </SPAN>press 'Approve'? (e.g., legal liability, lack of audit trail, trust issues).</SPAN></LI><LI><SPAN class=""><STRONG>On-Premise vs. Cloud:</STRONG><SPAN> </SPAN>For a mid-sized manufacturer, would the IT department demand this system runs<SPAN> </SPAN><STRONG>100% on-premise</STRONG><SPAN> </SPAN>for data sovereignty, or is a highly controlled cloud connection (like SAP BTP) acceptable now in 2026?</SPAN></LI></OL><DIV class="">Looking forward to the insights from the community so we can build something that actually solves the real pain points.</DIV><DIV class="">Thanks in advance for your expertise!</DIV>2026-01-29T15:37:07.353000+01:00https://community.sap.com/t5/technology-q-a/question-role-based-access-control-in-a-chatbot-using-sap-generative-ai-hub/qaq-p/14320233Question: Role-based access control in a chatbot using SAP Generative AI Hub2026-02-02T21:35:03.841000+01:00rodrigo_amigohttps://community.sap.com/t5/user/viewprofilepage/user-id/748355<P>Hello SAP Community,</P><P>I’m preparing a pre-sales presentation for a real use case with SAP Generative AI Hub, and I want to address a security topic that customers typically ask about.</P><P>I have been searching for quite a long time for official documentation, concrete examples, or direct answers on this, but I have not been able to find a single clear reference that explains it conclusively.</P><P>My question is conceptual: when a chatbot consumes a model via Generative AI Hub and needs to retrieve business information (for example from SAP S/4HANA), how can we ensure that the responses respect the end user’s roles and authorization levels, and that no information is exposed beyond what the user is allowed to access?</P><P>I would especially appreciate:</P><UL><LI><P>Official SAP references (documentation, guides, or notes) that describe the recommended approach for access control and governance in these scenarios.</P></LI><LI><P>Expert recommendations on how to explain, at a high level, that end-to-end user authorizations are preserved (for example concepts such as identity/principal propagation), without going into configuration details.</P></LI></UL><P>Thank you for any guidance or references you can share!<BR /><BR />PD:<BR />I've done <A href="https://learning.sap.com/learning-journeys/solving-business-problems-using-sap-s-generative-ai-hub" target="_blank" rel="noopener noreferrer">https://learning.sap.com/learning-journeys/solving-business-problems-using-sap-s-generative-ai-hub</A><BR />And still, i'm not 100% sure on how roles,governance and security works.</P>2026-02-02T21:35:03.841000+01:00https://community.sap.com/t5/technology-q-a/how-ai-is-improving-clinical-communication-and-compliance-in-life-sciences/qaq-p/14324671How AI Is Improving Clinical Communication and Compliance in Life Sciences2026-02-09T17:58:23.128000+01:00mushroomsolutionsinchttps://community.sap.com/t5/user/viewprofilepage/user-id/2279967<P>Clinical communication across life sciences has become increasingly complex—spanning clinical trials, pharmacovigilance, regulatory submissions, and post-marketing safety. Teams are expected to process growing volumes of data while maintaining accuracy, traceability, and regulatory compliance.</P><P>Artificial Intelligence is helping address these challenges by improving how clinical and safety information is captured, structured, and shared. AI-driven automation can streamline adverse event intake, normalize data from multiple sources, support compliant documentation, and improve visibility across clinical and safety workflows.</P><P>In regulated environments, AI works best when combined with strong domain expertise and governance. Rather than replacing human judgment, it enhances consistency, reduces manual effort, and supports inspection readiness throughout the drug lifecycle.</P><P>I’d love to hear from the community:</P><P>Where have you seen AI deliver the most value in clinical or safety communication?</P><P>What barriers still exist when adopting AI in regulated life sciences settings?</P><P>Looking forward to learning from your experiences.</P>2026-02-09T17:58:23.128000+01:00