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SAP C_AIG_2412 Dumps

SAP C_AIG_2412 Practice Exam Questions

SAP Certified Associate - SAP Generative AI Developer Exam

Total Questions : 60
Update Date : August 24, 2026
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SAP C_AIG_2412 Sample Question Answers

Question # 1

Which of the following must you do before connecting to a dataset in order to train a machine learning model in SAP Al Core? Note: There are 2 correct answers to this question. 

A. Store the dataset in a hyperscaler object store. 
B. Grant access rights to the SAP BTP cockpit. 
C. Provide the storage secret to access the dataset. 
D. Store the dataset in the SAP HANA Vector Engine. 



Question # 2

What are some functionalities provided by SAP Al Core? Note: There are 3 correct answers to this question. 

A. Integration of Al services with business applications using a standardized API 
B. Continuous delivery and tenant isolation for scalability 
C. Orchestration of Al workflows such as model training and inference 
D. Management of SAP SHANA cloud infrastructure 
E. Monitoring and retraining models in SAP Al Core 



Question # 3

What does SAP recommend you do before you start training a machine learning model in SAP AI Core? Note: There are 3 correct answers to this question. 

A. Configure the training pipeline using templates. 
B. Define the required infrastructure resources for training. 
C. Perform manual data integration with SAP HANA. 
D. Configure the model deployment in SAP Al Launchpad. 
E. Register the input dataset in SAP AI Core. 



Question # 4

How do resource groups in SAP AI Core improve the management of machine learning workloads? Note: There are 2 correct answers to this question.

A. They ensure workload separation for different tenants or departments. 
B. They enhance pipeline execution speeds through workload distribution. 
C. They enable simultaneous orchestration of Kubernetes clusters. 
D. They provide isolation for datasets and Al artifacts. 



Question # 5

What are some benefits of the SAP AI Launchpad? Note: There are 2 correct answers to this question. 

A. Direct deployment of Al models to SAP HANA. 
B. Integration with non-SAP platforms like Azure and AWS. 
C. Centralized Al lifecycle management for all Al scenarios. 
D. Simplified model retraining and performance improvement. 



Question # 6

What must be defined in an executable to train a machine learning model using SAP AI Core? Note: There are 2 correct answers to this question. 

A. Pipeline containers to be used 
B. Infrastructure resources such as CPUs or GPUs 
C. User scripts to manually execute pipeline steps 
D. Deployment templates for SAP AI Launchpad 



Question # 7

How does the Al API support SAP AI scenarios? Note: There are 2 correct answers to this question. 

A. By integrating Al services into business applications 
B. By providing a unified framework for operating Al services 
C. By integrating Al models into third-party platforms like AWS 
D. By managing Kubernetes clusters automatically 



Question # 8

What are some components of the training pipeline in SAP AI Core? Note: There are 2 correct answers to this question. 

A. Input datasets stored in a hyperscaler object store 
B. Executables that define the training process 
C. The SAP HANA database for model storage D. Automated deployment to Kubernetes clusters  



Question # 9

What can be done once the training of a machine learning model has been completed in SAP AI Core? Note: There are 2 correct answers to this question. 

A. The model can be deployed in SAP HANA. 
B. The model's accuracy can be optimized directly in SAP HANA. 
C. The model can be deployed for inferencing. 
D. The model can be registered in the hyperscaler object store. 



Question # 10

Why would a user include formatting instructions within a prompt? 

A. To force the model to separate relevant and irrelevant output 
B. To ensure the model's response follows a desired structure or style 
C. To increase the faithfulness of the output 
D. To redirect the output to another software program