AI Continues where Analytics stops...

A crisp introduction to Ai & Analytics 

How we leveraged Generative AI to help our Acccount Executives help you (customers) at Sapphire 2024

Discover how we leveraged Generative AI to elevate your experience at Sapphire 2024! Dive into the behind-the-scenes story of our innovative tool designed to help Account Executives recommend sessions tailored to your organization's unique journey. L...

Building a RAG Application in Python with LangChain, HANA Vector DB and Generative AI Hub SDK

Unleash the power of AI and augment your applications with Retrieval-Augmented Generation. Dive into the world of large language models with this simple guide on building Python RAG applications using LangChain, HANA Vector DB, and the Generative AI ...

Function Calling LLMs for SAP: Structured Outputs and API calling

I describe what Function Calling capability brings in the models, and which models have been tested with Function Calling mechanisms. I have been trying to understand if any of the existing models have been trained with SAP Function Calling capabilit...

Gen AI - Using Streamlit Python Library to Chat with Multiple PDF's via RAG and HANA Vector Engine

Generative Ai application using Streamlit , Rag and HANA Vector Engine an advanced chatbot which can convert multiple PDF's upto size 200mb and store the text embeddings in HANA Vector database.

Getting down to business with AI: Step-by-step video tutorials

Did you know that AI already exists in most of your SAP solutions? AI is already a central, integrated capability of our enterprise applications and business technology, used by tens of thousands of our cloud customers.Learn how to activate and confi...

How Metadata Enrichment can enhance SAP HANA Cloud Vector Engine on GenAI scenarios

Unveiling SAP Business AI's Potential at the Upcoming Solution Experience Live Session

Discover AI-driven business solutions with SAP Business AI at our free-to-attend virtual session: unlock untapped potentials, gain competitive edge, and equip yourself to thrive in the AI-empowered future.

New Machine Learning features in SAP HANA Cloud 2024 Q1

With the SAP HANA Cloud 2024 Q1 release, several new embedded Machine Learning / AI functions  have been released with the SAP HANA Cloud Predictive Analysis Library (PAL), for classification, regression, time series forecasting or financial data ana...

Mastering SAP HANA Cloud Vector Engine for RAG-driven LLM Applications: An Insightful Guide

Retrieval-Augmented Generation (RAG) techniques significantly improve the contextual relevance of large language model (LLM) outputs by incorporating real-time database lookups. SAP HANA Cloud vector engine plays a key role here, enabling efficient r...

Hands-on Tutorial: Creating an FAQ Chatbot on BTP

If you have a collection of FAQs that you want to be easily accessible for your business users, then a chatbot might be the answer. This blog explains how to create such a (non-hallucinating) chatbot on SAP's Business Technology Platform by leveragin...

Practical introduction to SAP HANA Cloud Vector Engine

Practical usage of the HANA Cloud Vector Engine following it's general availability.

Bring Open-Source LLMs into SAP AI Core

In this blog post series, we will explore various options for running popular open-source Large Language Models to like LLaMa 3, Phi3, Mistral, Mixtral, LlaVA, Gemma etc., in SAP AI Core, which complements SAP Generative AI Hub with self-hostsed open...

Transforming Business Operations with an AI Copilot

SAP Business AI is already embedded in the SAP applications that customers use to run their most critical business processes. With SAP Business AI, you are empowered to interact with SAP software through Joule – SAP’s copilot available across SAP app...

Knowledge Graphs on Datasphere and HANA Cloud. The differences

SAP HANA Cloud graph is more for custom graph algorithm development and analysis, the SAP Datasphere knowledge graph is an automated capability that provides a rich context for generative AI use cases by capturing complex data relationships and metad...

Fantastic SAP AI SDKs and where to find them

SAP's suite of AI SDKs empowers organizations to unlock the full potential of artificial intelligence and seamlessly integrate AI capabilities into their applications and workflows. From managing AI scenarios and workflows to deploying machine learni...

5 Game-Changing Capabilities in Generative AI for Business

It’s no surprise that generative artificial intelligence (GenAI) is starting to have a profound impact on businesses. With its ability to unlock valuable insights, help make better decisions, automate tasks, and personalize experiences, the use cases...

Unlocking the Power of SAP AI Core: Building a RAG Pipeline with LlamaIndex

In this article, I delve into Advanced RAG techniques, demonstrate hosting the open-source vector database ChromaDB on SAP BTP Kyma runtime, guide you through using LlamaIndex to construct an RAG pipeline on SAP AI Core, explore HuggingFace Zephyr7b-...

Building Intelligent Enterprise by Adopting AI, Design Thinking, and Enterprise Architecture

In today's rapidly evolving digital landscape, enterprises are increasingly turning to artificial intelligence to drive innovation, enhance experience management, and gain a competitive edge. However, integrating high-mature AI solutions within an or...

Exploring the Business Benefits of AI

There are numerous advantages that AI brings to businesses, highlighting its potential to enhance efficiency, productivity, decision-making, and customer satisfaction.

Multi AI Agents use case. SAP Maintenance Notification creation

I introduce Multi Agent capability to help Mary, a Maintenance Manager with access to SAP Plant Maintenance. Multi Agent capability will enhance Mary's options to determine and automatically achieve her tasks with language based instructions.

7 Current and Emerging Trends in AI for Business

Artificial Intelligence (AI) has become an integral part of the business landscape, revolutionizing industries and driving innovation. As we look at what’s already available and what’s to come, it’s evident that AI will continue to evolve and shape t...

AI predictions in 2024

Hello SAP Community,Welcome back after the community migration. We finally have access to our forums and blogs. In this case, I have decided to present a post, which has been postponed for several days, about predictions for 2024. Enjoy!

Agents is the most important BTP release this 2024

I explain why the new release of Generative AI Hub "Agents" will become one of the most important features of the Business Technology Platform

Navigating the AI Landscape: A UX Designer's Guide

As we stand on the brink of a technological revolution, AI is reshaping the way we interact with the digital world. I'm here to share my insights regarding this evolving landscape, offering observations into how AI, machine learning, and other relate...

When will we leave cave painting behind us?

39'000 years ago, our ancestors defined the two-dimensional user interface we still stick to today. What's next?

Generative AI - Structured Data Extraction - The release of Chain of Tables

In the realm of natural language processing, question answering over tabular data, also known as TableQA, presents a big challenge. SAP, in consequence, presents a challenge in enhancing Large Language Models' (LLMs) proficiency in reasoning over its...

Do we have too much AI these days?

AI, AI, AI... Share volume of mentioning of AI scares me – not because I believe AI is currently capable of the “Judgment Day”[1] – but because I believe we do have too many talks, and too high expectation of AI, and especially Generative AI. It’s j...

Trustworthy AI: How to make artificial intelligence understandable

Trustworthy AI: How to make artificial intelligence (AI) understandable Why is it that people don’t trust Artificial Intelligence (AI)? The results of a recent survey puts the situation in a nutshell: (US-American) people trust AI to pick their fil...

My take on the Generative AI Ethics by SAP

The revolution is coming! It is closer than most people think. I have no doubt that artificial intelligence will change the world, society, the job market, our lives. You can disagree about the scale of the change, the scope of the opportunities, and...

Using Generative AI to Bring Enterprise Data Context Without Moving the Data: A Technical Exploration

Overview: Generative AI (Gen AI) is a rapidly evolving field with the potential to revolutionize the way we interact with enterprise data. Unlike traditional AI models, which are trained on specific tasks, Gen AI models can be trained to generate ...

Part two: Andrew Kisslo on the Impact of AI and how it can help our Partners

What are you personally excited by that you think will make a profound difference in the way businesses operate? “I’ll admit I’m a great optimist, I’ve seen several of these paradigm shifts in the past, including one not so long ago that SAP was a p...

Part One: Andrew Kisslo on the Impact of AI and how it can help our Partner

“Ultimately, I think the impact is going to be positive.” Andrew Kisslo, Head of Global Partner Marketing, shares his views on Artificial Intelligence and how partners can use it to enhance their digital marketing capabilities.  What impact do you ...

Unlocking business insights by integrating Machine Learning in SAP Data Intelligence Cloud

The blog here provides guidance on developing a fundamental ML project within SAP Data Intelligence, demonstrating the creation of an ARIMA model in Python. By employing a date range and sales data, we aim to forecast sales for the next 30 days. Subs...

SAP Partner Live Makes a Clear Case for Cloud

The October 24 episode of SAP Partner Live featured SAP experts and executives who stressed that SAP customers’ future, survival, and success hinge on leveraging the power of cloud solutions to innovate and optimize business outcomes. Key takeaways f...

A Cool use of Open AI in Eclipse

Introduction This blog is a follow-up to my previously published blog A Cool use of Open AI in SAP GUI Editor | SAP Blogs. Thanks for all the feedback on this blog. Two of them were really important: How to have similar integration done from E...

AI Challenge | Web Scraping with Generative AI

The blog State of GenAI in the SAP Community 09/2023 is a great analysis of the applicability of GenAI. I had the following conversation, which you can find in the comments: Sergiu: How did you collect statistics for Overview SAP Community Insights ...

ChatGPT-SAP Integration | Challenges and Solutions: Final Blog of Series “ChatGPT and SAP”

Blog 1: How ChatGPT works Blog 2: How SAP Customers are Using ChatGPT Blog 3: ChatGPT for Business Process Optimization & Data Cleansing Blog 4: ChatGPT-SAP Integration | Challenges and Solutions The promise of combining ChatGPT and SAP is ...

A natural language query dashboard on your SAP S4/HANA data

Summary Retrieval Augmented Generation (RAG) allows for adding knowledge from external sources into a Large Language Model (LLM) prompt. In this blog post I will be using this approach for using an LLM to retrieve data from an SAP S4/HANA system...

Welcome to the Artificial Intelligence Community Group!

It has never been a more exciting time for AI! With the recent mass adoption of ChatGPT by OpenAI, Generative AI and large language models (LLMs) are dominating headlines and making AI a part of every business conversation. Join our AI community grou...

ChatGPT Knows Who Ate the Chocolate Cake

AI as an Agent of Empathy? This article explores whether AI can guess at the motivations behind actions performed by humans. Specifically, it looks at the ability of OpenAI’s ChatGPT to display, or at least mimic, ‘theory-of-mind’--that essential q...

Using T5's Few-Shot Learning to Spot Phishing Emails in French

In an era where cybersecurity threats, especially phishing, are becoming increasingly prevalent, it's crucial to understand both the strengths and limitations of machine learning tools in protecting our digital environment. SAP Labs France, in collab...

Generative AI for SAP Part IV. LLMs orchestration using ReAct, Agents and ToT

I insist that the future of SAP BTP lies in the language models, how they interact with code generation, and how we interact with code generation using LLMs to solve some fundamental challenges. A historical and growing challenge exists for an SAP en...

The Pivotal Role of Generative AI in Tomorrow’s World

Artificial Intelligence (AI) has evolved from a fringe science fiction concept into a practical technology shaping multiple aspects of our daily lives. Within the broad sphere of AI, Generative AI has emerged as a particularly powerful and transforma...

The Innovation Conversation: The New Frontier

Innovation Conversation: The New Frontier Artificial Intelligence is rapidly expanding into new areas, from healthcare to smart virtual assistants and from self-driving cars to checkout-free shopping. And Generative AI, which creates new ideas and co...

Sales in SAP S/4HANA Cloud, Public Edition – Automated Order Process with SAP´s Intelligent Technologies

Customer behavior, post-pandemic economic recovery, extreme heatwaves, and drought due to climate change, inflation, supply chain disruption, and an energy crisis have caused many challenges for companies. This greatly influences the innovations that...

Generative AI for SAP Part III. LLMs with Database Queries using Natural Language (NLQ)

Thank you for coming to this blog series. In my first blog, I introduced the idea of Foundation Models for SAP and how to deploy them on our private account, private vs. public access topics, which will evolve. In my second blog, I introduced the co...

AI from the Perspective of Animal Rights

Recently I was in the car on a road trip and found myself listening to some TED Talks to help pass the time.  This one particular session was around the ethical treatment of animals and, while not something I normally listen as I mainly focus on Scie...

Generative AI for SAP using AWS Part II. Model Customizing (with RAG)

This is a series of blogs I am writing for SAP Tech leaders who want to understand how to use Generative AI from an SAP and Enterprise perspective using the AWS platform. I know this is an immature technology, and this series of blogs will age reall...

Generative AI for SAP using AWS. Private Domains and Foundation Models

Intro Generative AI is a pretty new set of technologies for SAP. In this series of blogs, which I believe will need to be updated frequently, I will deep dive into the options available on why applying and how to apply Generative AI for our SAP syste...