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Orchestration with Grounding Capabilities in SAP AI Core

Beginner
45 min.
SAP Business Technology Platform, Beginner, Tutorial, Machine Learning, Artificial Intelligence
This tutorial provides a step-by-step guide to setting up document grounding, creating pipelines, and utilizing vector APIs for facility management. In our use case, we use facility management emails uploaded to Microsoft SharePoint as grounding documents. This enables precise retrieval of relevant information, supporting efficient query resolution and service request handling. Follow this guide to streamline facility-related insights and response processes.
You will learn
  • How to set up orchestration pipelines, enable document grounding, and perform vector retrieval using SAP AI Core’s grounding capabilities
I321506Smita NaikApril 24, 2025
Created by
I321506
February 27, 2025
Contributors
I321506
TillK17
shibeshduw

Prerequisites

  • Step 1
  • Step 2
  • Step 3
  • Step 4
  • Step 5
  • Step 6
  • Step 7
  • Step 8

    In the previous steps, we have completed the data preparation for grounding. Before initiating model inference or orchestration, ensure that there is an active orchestration deployment (**scenario ID: orchestration**). To verify the available orchestration deployments and their status, use the get_deployment API under the “Deployments” section in the Bruno collection. Additionally, update the orchestration_service_url in the environment.

    NOTE: If no deployments are found, please refer to this tutorial for guidance tutorial.

  • Step 9

    Adding Grounding significantly enhances the model’s ability to provide Accurate and Context-specific responses. Without Grounding, the model generates generic replies, while with grounding, it retrieves precise information from the uploaded document. Screenshots showcasing both responses are provided for comparison.

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