Thought leadership — Part 1 of 2 | Author: Anuj Gupta, Office of the CTO, SAPPlatform context: This post references capabilities in SAP Business AI Platform, SAP BTP (Business Technology Platform), SAP Business Data Cloud, SAP AI Agent Hub, Joule Stu...
Are you using Joule Studio, EKX, Copilot or Claude Code daily but rarely stopping to ask whether you are using them responsibly? I recently assessed all four against SAP's Global AI Ethics Policy and AI Ethics Handbook, and turned the findings into p...
I just passed the SAP Certified – Joule Studio Developer exam (C_JSD). If you work anywhere near SAP and AI agents, my advice is simple: take it now.SAP is offering one free attempt at the exam until December 31, 2026. That alone is reason enough to ...
Five links worth bookmarking this month.
SAP is giving every learner one free attempt at the new SAP Certified - Joule Studio Developer (C_JSD) certification, but only until Dec 31, 2026. Here is everything you need to claim it, prepare for it and use your single attempt well.
Whose permissions does an AI tool use when it reads your business data?With a shared technical user, every question runs with the same, usually too broad, access. This step-by-step guide shows how an MCP server can query SAP Datasphere as the logged-...
One free attempt at SAP Certified - Joule Studio Developer (C_JSD) until December 31, 2026. How to claim it, how the 24-hour practice window works and what to study first. English and Portuguese.
OCR can read text, but enterprise processes need more: document classification, structured extraction, validation, exception handling, and reliable integration. This article explains how SAP Document AI and SAP Integration Suite can work together to ...
As enterprises embrace Agentic AI, a critical architectural question emerges: Should AI agents do everything, or should they work alongside established integration platforms?In this article, I explore how SAP Integration Suite , API-centric integrati...
Use SAP AI Core chat models in VS Code Chat without a Copilot plan. SAPilot handles the connection; model usage still follows SAP AI Core billing or credits.
Joule, Knowledge Graph, Business Data Cloud, AI Agent Hub: what does each one do? A plain-language guide to the components of SAP Business AI and how they work together.
I built an internal AI data tool at SAP. It runs on BTP, talks to six live data sources, and lets any PM on my team ask questions in plain English. This is what modern PM work looks like when you treat AI as infrastructure.
Most development frameworks put evaluation at the end. For deterministic software, that was late but recoverable. For agentic AI built with coding agents, it is the wrong sequence - and the cost shows up in production, not in the review.
This blog explores how companies are putting MCP(Model Context Protocol) into practice, drawing on insights from AGNTCon + MCPCon Europe. It covers protocol evolution, tool discovery, skills and agent execution, alongside our work on Open Resource Di...
Three weeks ago a logistic regression beat eight LLMs at reading job postings. I gave it a rematch against a model built for tables. TabPFN-3.5 beat the lion, beat GPT-6 Astra and Claude Fable on the same postings, ran in 12 seconds per thousand, cos...
Enterprise workflows are weighed down by thousands of routine micro-decisions—routing a support ticket, verifying a supplier edit, or flagging an invoice for review. Rigid rule engines become brittle as edge cases multiply, while general-purpose LLMs...
Here are 5 learning resources that helped me get started with SAP Build and Joule Studio this month.
There is a long-standing debate about the use of IA and productivity in the corporate environment. This article explores the real-life experiences of an AI Consultant and how the mix of experience, collaboration, and reskilling generated outstanding ...
Hi. I'm Andréa Molina, an SAP engineer with 20+ years of experience, working hands-on with BTP, UX, and AI. I shared my An Engineering Manifesto for AI-Assisted SAP Development — Let's Build It Together blog with 19 principles, examples and code pat...
AI helps us learn and write code. We have been shipping code faster than ever. Someone with no IT background can create software now. But software is not just code. It is structure, security, governance and much more. We deal with sensitive data. An ...
With the announcement that PI-Sheets fall under SAP’s compatibility scope—and therefore usage rights expire at the end of 2030—customers are now faced with an important question: What is the right path forward for existing PI Sheet implementations?
A Beginner's Guide — For Every SAP Consultant, Every Module, Every Role
SAP has spent 2026 building governance infrastructure for AI agents — a verification workflow through AI Agent Hub, policy enforcement through MCP Gateway. Both promise trust badges and audit trails. Neither can deliver on that promise against an obj...
This proof of concept (POC) shows how to turn standard SAP reports into interactive AI tools. While tested using the VA05N sales report, this exact setup can be used for any other SAP report. It connects SAP data to a local AI, allowing users to chat...
Organizations often need to deploy proprietary AI and machine learning models that are not available as standard offerings. In this blog, you'll learn how to deploy a Dockerized model to SAP Generative AI Hub, covering image creation, registry setup,...
Part 3 showed how SAP's Custom Code Migration Agent handles the mechanical half of clean core work. This part addresses what the agent explicitly hands back to a human: the objects that get side-by-side extended into CAPM. Done under deadline pressur...
SAP Partners: Get ready for SAP TechEd with five days of expert-led learning, hands-on technical sessions, and certification preparation focused on the Autonomous Enterprise and the latest SAP innovations.
The Problem This POC SolvesPredictive forecasting in financial planning isn't a new concept. SAC has offered predictive scenarios for a while, and traditional ML has always been possible. So why hasn't every planner adopted it?Because the barrier to ...
A deep-dive into building AI workflows in Joule that turn tabular structured data into key supply chain decision engines using SAP-RPT-1.5 Tabular AI model.
n8n workflows, as you saw in the Week 3 challenge, can be defined by JSON text file, and therefore you can easily vibe code to create complex and useful workflows. I will show you what I did do manage the challenge itself.
Most developers trying to cut AI costs focus on model selection. But the bigger lever is what your agent generates in the first place. Two open-source plugins — Caveman and Ponytail — tackle this from different angles: one cuts the verbosity of agent...
The operator did not vanish when the agent arrived. She split. What she knew became the agent's context and bounds. What she checked before committing became the supervisory surface. The only casualty was the dashboard, and most agents are being buil...
Most AI systems stop at a single agent talking to a single model. A2A is the open protocol that lets agents from different frameworks and teams discover each other, delegate work, and exchange results. This article shows you how to build it from scra...
Everyone is abuzz about the new and improved Joule Studio, announced at Sapphire in May and expected out in the fall. We wanted to take this month’s developer challenge to prepare you for all the excitement that is likely to occur at SAP TechEd in Oc...
The PO is known. The line isn't. That's the real matching problem.Modern eInvoices tell SAP which Purchase Order they belong to, but not the exact PO line. As a result, AP teams spend countless hours manually matching invoice lines during month-end c...
This blog describes how I built an AI-powered ABAP Code Reviewer using Google Gemini, Python, Flask, and SAP Business Application Studio on SAP BTP. I'll walk through the project architecture, implementation approach, challenges I faced, and the less...
The Architecture That Doesn't Exist Yet Is a TeamPost 11, The Agentic AI Team seriesA claims agent denies a man's insulin reimbursement after a refrigeration outage. Nothing about the denial breaks a rule. The exclusion is ambiguous, the agent reads ...
The Failure No One Is WatchingPost 8, The Agentic AI Team seriesEighteen months after an agentic product ships is the moment it is most likely to be quietly broken and least likely to be caught. Not because anyone stopped watching. Because everyone k...
The Empty ColumnPost 7, The Agentic AI Team seriesTake any team that ships an agentic product and ask them to draw their team structure on a whiteboard. They will draw it fast, because they have drawn it a hundred times before. A product manager deci...
Is the PM Still the Hero?Post 6, The Agentic AI Team seriesSearch for "product manager" and "agentic AI" together and you will find no shortage of PMs telling other PMs that the agentic era finally makes the PM the center of everything. The engineer ...
Do We Still Need Scrum?Post 4, The Agentic AI Team seriesA delivery team plans a two-week sprint the way it always has. Monday, the backlog is groomed. Tuesday, the sprint starts. Over the next two days, an agent drafts most of the committed features...
What Does a Team of 10 Developers Look Like Now?Post 3, The Agentic AI Team seriesPicture a ten-person engineering team six months into using a coding agent well. Nobody writes much code from scratch anymore. What they do, all day, is read pull reque...
The Employee You Never OnboardedPost 10, The Agentic AI Team seriesA company stands up an agent that triages inbound support tickets, drafts responses, and escalates the hard cases to a person. Procurement logged it as a software purchase. IT logged ...
The Green Checkmark Nobody OwnedPost 9, The Agentic AI Team seriesAn enterprise agent handles vendor onboarding. It checks a new supplier against policy, flags exceptions, and clears the routine cases without a human in the loop. Before launch it ran...
The Architect Was Right All AlongPost 5, The Agentic AI Team seriesThere was always one person on the project who was not really on the team. She did not sit in the standup, did not own a backlog, did not ship a feature. She showed up early, at the p...
Is There Still a UX?Post 2, The Agentic AI Team seriesA claims adjuster opens her laptop Monday morning. Overnight, an agent processed a hundred and forty spoilage claims: burst pipes, power outages, a warehouse freezer failure. It paid a hundred and...
The Team Didn't Shrink. It Reshaped.Post 1, The Agentic AI Team seriesA team ships an agent that handles procurement. It reads a purchase requisition, checks it against policy, compares suppliers, and places the order, with no human in the middle for...
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I Passed the SAP Joule Studio Developer Exam. Here...
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