Using SAP-RPT-1 in the playground is a nice way to get a first impression, but you'll soon realize there are some limitations. In this blog post, let's explore how to use SAP-RPT-1 in a production-like environment. I'll walk you through the steps to ...
We are excited to announce the general availability of SAP-RPT-1, our first step forward in making AI work seamlessly with the structured data that powers your business.
SAP announced SAP-RPT-1 at TechEd 2025 in Berlin. What is it good for, and how can you try it out? In this blog post, I'll walk you through the announcement and show you how to get started, both in a no-code approach and in Python.
AI is at a critical junction. Just as decades of engineering transformed air travel into the safest mode of transportation, AI now faces the same challenge: building trust through transparency and explainability advancements. This isn’t a “nice-to-ha...
Exciting times for ABAP developers! SAP has just introduced the ABAP SDK powered by ISLM, enabling seamless integration with Large Language Models (LLMs) through SAP AI Core. For the first time, generative AI can be embedded directly into the S/4HANA...
Benchmarking Large Language Models for fairness across diverse downstream tasks. A methodological framework for organizations to build robust bias assessment pipelinesSAP integrates AI-enhanced features powered by large language models (LLMs) into it...
AI is at a critical junction. Just as decades of engineering transformed air travel into the safest mode of transportation, AI now faces the same challenge: building trust through transparency and explainability advancements. This isn’t a “nice-to-ha...
Prompt engineering and its refinement through prompt optimization evolving into agentic AI is no longer a niche skill or technical curiosity; it has become a core business capability that drives efficiency, compliance, and innovation.Organizations th...
SAP has announced the end of maintenance for the SAP Cloud Integration Neo environment by December 31, 2028. This impacts customers running Cloud Integration on Neo and planning to move to the Cloud Foundry–based SAP Integration Suite.Migrating integ...
Trustworthy Artificial Intelligence (AI) needs human control, today and probably forever, in one shape or another. Trust and safety need transparency: No informed decision is possible without, well, information! Follow us exploring a multi-disciplina...
Large language models (LLMs) for code generation and understanding can be boosted by training on search-like reasoning traces and by self-correction mechanisms. Recent work has framed code tasks as iterative decision processes, using fine-tuning or r...
As the world of cybersecurity is evolving day by day, the scale of attacks is also increasing. Malicious actors are becoming smarter and with help of AI curation of attacks is advancing. While cyber security professionals struggle with alert fatigue,...
This week at SAP techEd Berlin, SAP unveiled their latest foundation model called SAP-RPT-1 (read as “Rapid-1”). Since it is available via playground, we set out to testing it over the last days, and based on our year-long experience with (SAP) AI, ...
People aren’t trying to break rules with AI, they’re trying to get work done.The key is keeping that innovation inside safe ecosystems.
refers to BC-CP-DEST-CF-TOOLS in the link https://help.sap.com/docs/connectivity/sap-btp-connectivity-cf/connectivity-support
How can AI decisions be made fairer?This blog explores how bias can emerge in large language models and demonstrates, through a practical hiring scenario, how SAP’s data masking capabilities in SAP AI Core Orchestration Service can help reduce unfair...
Hello SAP Community, exiting times in the SAP developer space with TechEd coming up and all new options that become available for us to leverage. Within Redwood we have spend a lot of time over the last half year to see where we can add value in the ...
In a fast moving market, knowing what your competitors are up to including product launches pricing changes and new content is essential for strategic decision making. But manually tracking competitor websites and news is time consuming. In this tuto...
IntroductionIn today’s digital workplace, employees expect quick and seamless HR support — whether they’re updating personal details or submitting important requests. SAP Build Joule Skills make this possible by extending SAP Joule, the generative A...
SAP TechEd is approaching fast! Explore learning and certification opportunities in SAP Business AI and Joule to help you prepare for the event. Build the expertise to design, extend, and scale AI-powered solutions using SAP’s unified AI platform. St...
As we continue to embed Responsible AI into how we design, build, and deliver intelligent technologies, SAP’s approach is already closely aligned with the principles of ISO 42005. This new international standard reinforces the direction set by our AI...
Complete your end-to-end solution by integrating SAP Build Process Automation with Joule skills. Learn how to create automated email processes, publish to the library, and trigger workflows through conversational interfaces. Transform your Joule skil...
Build intelligent conversational skills in Joule Studio that retrieve sales order information through natural language. Learn to configure skill inputs, integrate backend actions, design rich message cards and lists, and deploy your AI assistant for ...
Discover how to create action projects that connect Joule skills to SAP S/4HANA Cloud using the Sales Order (A2X) OData V4 API. Step-by-step tutorial covering API selection, operation configuration, testing, and publishing actions for use in conversa...
Learn how to set up your SAP Build development environment for Joule Studio. This hands-on guide walks you through creating and configuring environments to connect your conversational AI skills with SAP S/4HANA Cloud backend systems. Perfect for deve...
At SAP, we’re continually working to ensure that our AI-enabled features perform reliably and responsibly across diverse use cases.Since the introduction of our SAP Global AI Ethics Policy and the launch of our AI Ethics Assessment process in 2022, w...
How do you inspect 150-meter wind turbines safely and efficiently? In this case, drones, an app with image recognition, and SAP PM integration replaced a manual process. The result was fewer accidents, automated repairs, and more reliable electricity...
With SAP Databricks we now have a dedicated environment for Data Scientists within the SAP Business Data Cloud. This blog gives a practical introduction to this bespoke Databricks edition by implementing a bare bones demand forecast. SAP Databricks i...
Organizations and their users are becoming more aware of AI-powered access to knowledge capabilities and limitations for secure enterprise-wide information. Often, they do not realize the implications for successful outcomes.With the ever-evolving la...
Key Highlights:SAP AI Launchpad Q3/2025 is a zero-code platform that empowers business users to efficiently leverage large language models (large language models).The platform’s robust Evaluation feature is a significant advancement, accelerating the...
PART 3 - Results, Insights, and Lessons from Benchmarking AI for Drug SafetyKey Highlights:Evaluation results and model comparisonsDeep analysis with SQLiteComponent-level performance: Drug, Dose, Adverse EventLessons learned and future directionsThe...
PART 2 - Building and Evaluating AI for Pharmacovigilance—No Code RequiredKey Highlights:Dataset: ADE Corpus and preprocessingPrompt engineering and model configurationEvaluation metrics: Precision, Recall, F1, BERTScoreOrchestration and execution in...
In the final part of my series, we leave theory behind and face production reality. While normalizing L2 Distance is mathematically possible, it's often fragile and complex in live systems.The reason? Dynamic datasets and shifting vector ranges make ...
Cosine Similarity has a clean, intuitive range from -1 to +1. But L2 Distance? It goes from 0 to infinity—so how do you actually interpret it?In Part 2 of my series on similarity metrics for RAG systems, I break down a simple, universal way to normal...
Similarity isn’t one-size-fits-all.In RAG systems, choosing between Cosine Similarity and L2 Distance affects what gets retrieved—and whether it's actually relevant.This post breaks down the difference using clear examples:Why Cosine works best for s...
From omnipresent AI copilots to enterprise-wide intelligent agents, SAP unveiled 7 groundbreaking AI announcements that signal a bold new era for business automation and innovation. In this article, we break down the most exciting AI updates!
Build and deploy custom machine learning models into the SAP Business Technology Platform (BTP)
As businesses move toward intelligent enterprise solutions , the combination of AI, Data Science, and SAP is unlocking new opportunities for predictive analytics. Linear regression , a fundamental machine learning technique, is proving invaluable...
Here’s a concise walkthrough for setting up and running a benchmarking evaluation using the Generative AI Hub service in SAP BTP:1. Assign Role Collection for Generative AI Hub AccessTo access the evaluation service under Generative AI Hub, assign th...
As AI becomes increasingly central to business operations, SAP has opened the doors for developers to bring custom machine learning models into the SAP ecosystem via the SAP Business Technology Platform (BTP). Whether you're working with sales foreca...
As artificial intelligence (AI) becomes more deeply integrated into enterprise platforms like SAP, organizations face a critical imperative: building AI systems that are not only powerful and efficient, but also ethical, transparent, and compliant wi...
I'm a creator of agents that work with SAP systems, and I feel confident saying that after successfully building my second functioning AI agent. This latest one handles operating system tasks, and in this post, I'll be writing about installing the SA...
An LLM is just a stochastic machine for predicting the next word - I have heard this statement so many times, and each time I wondered how unaware the people who say it are. It has always been clear to me that we don't fully understand how Large Lang...
In today’s experience-driven economy, customer expectations are higher than ever. Personalization, immediacy, and seamless engagement across channels are no longer luxuries—they're essential. Businesses need more than traditional CRM tools to keep up...
In an era where customer loyalty hinges on personalized, proactive experiences, businesses are racing to anticipate needs before customers even articulate them. Enter predictive support models—a cutting-edge approach that leverages data, artificial i...
Agentic AI is the start of a new era for business productivity. Using the Agent Builder in Joule Studio, businesses will be able to leverage AI agents to their fullest potential."While many in the software industry talk about AI agents these days, I ...
SAP is going full speed with AI agents on Joule. Indeed, it's incredible how such agents can address complex requests by orchestrating a set of generic tools they are given access to.If you have a need to build your own custom AI agent on BTP, then t...
Organizations face a critical challenge with disparate knowledge scattered across platforms like SharePoint, Slack, Jira, Microsoft Teams, Zoom, Microsoft 365, Portals, Dropbox, and Google Drive.Information becomes hidden, inaccessible, leading to in...
In this post, we explore all the technical details of building the SAP GUI AI Agent. We take a clear look at the architecture, examine the libraries involved, and analyze how the agent operates from within. We go through the key parts of the code and...
If you have a collection of FAQs that you want to be easily accessible for your business users, then an assistant that is powered by a Large Language model might be part of the answer.This blog explains how to create such a backend (REST-API), that c...
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Di-Deng
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SAP-RPT-1.6, Tabular Orchestration, and RPT Playgr...
achab
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AI-Powered Forecasting with SAC, SAP RPT & Gen AI ...
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