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‎tutorials/ai-core-genaihub-prompt-registry/ai-core-genaibub-prompt-registry.md‎

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- How to apply Grounding techniques, Data Masking, and Content Filtering to refine responses.
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## Prerequisites
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1. **BTP Account**
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Set up your SAP Business Technology Platform (BTP) account.
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[Create a BTP Account](https://developers.sap.com/group.btp-setup.html)
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2. **For SAP Developers or Employees**
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Internal SAP stakeholders should refer to the following documentation:
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[How to create BTP Account For Internal SAP Employee](https://me.sap.com/notes/3493139)
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[SAP AI Core Internal Documentation](https://help.sap.com/docs/sap-ai-core)
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Internal SAP stakeholders should refer to the following documentation: [How to create BTP Account For Internal SAP Employee](https://me.sap.com/notes/3493139), [SAP AI Core Internal Documentation](https://help.sap.com/docs/sap-ai-core)
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3. **For External Developers, Customers, or Partners**
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Follow this tutorial to set up your environment and entitlements:
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[External Developer Setup Tutorial](https://developers.sap.com/tutorials/btp-cockpit-entitlements.html)
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[SAP AI Core External Documentation](https://help.sap.com/docs/sap-ai-core?version=CLOUD)
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Follow this tutorial to set up your environment and entitlements: [External Developer Setup Tutorial](https://developers.sap.com/tutorials/btp-cockpit-entitlements.html), [SAP AI Core External Documentation](https://help.sap.com/docs/sap-ai-core?version=CLOUD)
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4. **Create BTP Instance and Service Key for SAP AI Core**
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Follow the steps to create an instance and generate a service key for SAP AI Core:
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[Create Service Key and Instance](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/create-service-key?version=CLOUD)
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5. **AI Core Setup Guide**
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Step-by-step guide to set up and get started with SAP AI Core:
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[AI Core Setup Tutorial](https://developers.sap.com/tutorials/ai-core-setup.html)
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6. An Extended SAP AI Core service plan is required, as the Generative AI Hub is not available in the Free or Standard tiers. For more details, refer to [SAP AI Core Service Plans](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/service-plans?version=CLOUD)
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6. An Extended SAP AI Core service plan is required, as the Generative AI Hub is not available in the Free or Standard tiers. For more details, refer to
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[SAP AI Core Service Plans](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/service-plans?version=CLOUD)
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7. **Orchestration Deployment**:
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Refer to the tutorial [the basic consumption of GenAI models using orchestration](https://developers.sap.com/tutorials/ai-core-orchestration-consumption.html) and ensure at least one orchestration deployment is ready to be consumed during this process.
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8. Basic Knowledge:
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Familiarity with the orchestration workflow is recommended
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‎tutorials/ai-core-orchestration-consumption-opt/ai-core-orchestration-consumption-opt.md‎

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- Inference of GenAI models using orchestration along with Data Masking and Content Filtering features
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## Prerequisites
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1. **BTP Account**
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Set up your SAP Business Technology Platform (BTP) account.
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[Create a BTP Account](https://developers.sap.com/group.btp-setup.html)
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2. **For SAP Developers or Employees**
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Internal SAP stakeholders should refer to the following documentation:
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[How to create BTP Account For Internal SAP Employee](https://me.sap.com/notes/3493139)
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[SAP AI Core Internal Documentation](https://help.sap.com/docs/sap-ai-core)
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Internal SAP stakeholders should refer to the following documentation: [How to create BTP Account For Internal SAP Employee](https://me.sap.com/notes/3493139), [SAP AI Core Internal Documentation](https://help.sap.com/docs/sap-ai-core)
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3. **For External Developers, Customers, or Partners**
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Follow this tutorial to set up your environment and entitlements:
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[External Developer Setup Tutorial](https://developers.sap.com/tutorials/btp-cockpit-entitlements.html)
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[SAP AI Core External Documentation](https://help.sap.com/docs/sap-ai-core?version=CLOUD)
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Follow this tutorial to set up your environment and entitlements: [External Developer Setup Tutorial](https://developers.sap.com/tutorials/btp-cockpit-entitlements.html), [SAP AI Core External Documentation](https://help.sap.com/docs/sap-ai-core?version=CLOUD)
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4. **Create BTP Instance and Service Key for SAP AI Core**
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Follow the steps to create an instance and generate a service key for SAP AI Core:
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[Create Service Key and Instance](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/create-service-key?version=CLOUD)
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5. **AI Core Setup Guide**
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Step-by-step guide to set up and get started with SAP AI Core:
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[AI Core Setup Tutorial](https://developers.sap.com/tutorials/ai-core-setup.html)
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6. An Extended SAP AI Core service plan is required, as the Generative AI Hub is not available in the Free or Standard tiers. For more details, refer to [SAP AI Core Service Plans](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/service-plans?version=CLOUD)
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7. **Orchestration Deployment**:
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6. An Extended SAP AI Core service plan is required, as the Generative AI Hub is not available in the Free or Standard tiers. For more details, refer to
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[SAP AI Core Service Plans](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/service-plans?version=CLOUD)
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7. **Orchestration Deployment**:
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Refer to the tutorial [the basic consumption of GenAI models using orchestration](https://developers.sap.com/tutorials/ai-core-orchestration-consumption.html) and ensure at least one orchestration deployment is ready to be consumed during this process.
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8. Basic Knowledge:
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Familiarity with the orchestration workflow is recommended
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‎tutorials/ai-core-orchestration-consumption/ai-core-orchestration-consumption.md‎

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- How to inference GenAI models Using Orchestration
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## Prerequisites
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1. **Global BTP Account**
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1. **BTP Account**
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Set up your SAP Business Technology Platform (BTP) account.
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[Create a BTP Account](https://developers.sap.com/group.btp-setup.html)
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2. **For SAP Developers or Employees**
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Internal SAP stakeholders should refer to the following documentation:
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[How to create BTP Account For Internal SAP Employee](https://me.sap.com/notes/3493139)
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[SAP AI Core Internal Documentation](https://help.sap.com/docs/sap-ai-core)
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Internal SAP stakeholders should refer to the following documentation: [How to create BTP Account For Internal SAP Employee](https://me.sap.com/notes/3493139), [SAP AI Core Internal Documentation](https://help.sap.com/docs/sap-ai-core)
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3. **For External Developers, Customers, or Partners**
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Follow this tutorial to set up your environment and entitlements:
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[External Developer Setup Tutorial](https://developers.sap.com/tutorials/btp-cockpit-entitlements.html)
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[SAP AI Core External Documentation](https://help.sap.com/docs/sap-ai-core?version=CLOUD)
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Follow this tutorial to set up your environment and entitlements: [External Developer Setup Tutorial](https://developers.sap.com/tutorials/btp-cockpit-entitlements.html), [SAP AI Core External Documentation](https://help.sap.com/docs/sap-ai-core?version=CLOUD)
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4. **Create BTP Instance and Service Key for SAP AI Core**
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Follow the steps to create an instance and generate a service key for SAP AI Core:
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[Create Service Key and Instance](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/create-service-key?version=CLOUD)
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5. **AI Core Setup Guide**
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Step-by-step guide to set up and get started with SAP AI Core:
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[AI Core Setup Tutorial](https://developers.sap.com/tutorials/ai-core-setup.html)
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6. An Extended SAP AI Core service plan is required, as the Generative AI Hub is not available in the Free or Standard tiers. For more details, refer to [SAP AI Core Service Plans](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/service-plans?version=CLOUD)
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6. An Extended SAP AI Core service plan is required, as the Generative AI Hub is not available in the Free or Standard tiers. For more details, refer to
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[SAP AI Core Service Plans](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/service-plans?version=CLOUD)
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### Pre-Read
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‎tutorials/ai-core-orchestration-grounding/ai-core-orchestration-Grounding.md‎

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- How to set up orchestration pipelines, enable document grounding, and perform vector retrieval using SAP AI Core's grounding capabilities
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## Prerequisites
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Please ensure the following prerequisites are met before starting the tutorial:
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1. **BTP Account**
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Set up your SAP Business Technology Platform (BTP) account.
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[Create a BTP Account](https://developers.sap.com/group.btp-setup.html)
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2. **For SAP Developers or Employees**
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Internal SAP stakeholders should refer to the following documentation:
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[How to create BTP Account For Internal SAP Employee](https://me.sap.com/notes/3493139)
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[SAP AI Core Internal Documentation](https://help.sap.com/docs/sap-ai-core)
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Internal SAP stakeholders should refer to the following documentation: [How to create BTP Account For Internal SAP Employee](https://me.sap.com/notes/3493139), [SAP AI Core Internal Documentation](https://help.sap.com/docs/sap-ai-core)
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3. **For External Developers, Customers, or Partners**
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Follow this tutorial to set up your environment and entitlements:
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[External Developer Setup Tutorial](https://developers.sap.com/tutorials/btp-cockpit-entitlements.html)
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[SAP AI Core External Documentation](https://help.sap.com/docs/sap-ai-core?version=CLOUD)
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Follow this tutorial to set up your environment and entitlements: [External Developer Setup Tutorial](https://developers.sap.com/tutorials/btp-cockpit-entitlements.html), [SAP AI Core External Documentation](https://help.sap.com/docs/sap-ai-core?version=CLOUD)
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4. **Create BTP Instance and Service Key for SAP AI Core**
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Follow the steps to create an instance and generate a service key for SAP AI Core:
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[Create Service Key and Instance](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/create-service-key?version=CLOUD)
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5. **AI Core Setup Guide**
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Step-by-step guide to set up and get started with SAP AI Core:
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[AI Core Setup Tutorial](https://developers.sap.com/tutorials/ai-core-setup.html)
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6. An Extended SAP AI Core service plan is required, as the Generative AI Hub is not available in the Free or Standard tiers. For more details, refer to
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[SAP AI Core Service Plans](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/service-plans?version=CLOUD)
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7. Access to Microsoft SharePoint for grounding capabilities.
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### Pre-read
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**Grounding** addresses key challenges such as hallucinations and lack of specificity by connecting the model to external knowledge sources during inference.
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In orchestration, **templating** and **model configuration** are mandatory. In this tutorial, we focus on one of the optional modules, **grounding**, and also incorporate other optional modules such as **data masking** and **content filtering**.
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In the Generative AI Hub orchestration workflow, **templating** and **model configuration** are mandatory. In this tutorial, we are focusing on the **grounding** module usage, but in our orchestration consumption request you will also find optional modules such as **data masking** and **content filtering**. In general this tutorial covers the usage of all orchestration modules.
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In this tutorial we are covering:
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