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Sep-2025 SAP C-AIG-2412 Certification Real 2025 Mock Exam

C-AIG-2412 Exam Questions and Valid PMP Dumps PDF

SAP C-AIG-2412 Exam Syllabus Topics:

Topic	Details
Topic 1	Large Language Models (LLMs): This section of the exam measures the skills of AI Developers and covers the evolution of large language models, distinguishing them from traditional IT operations analytics. It also explores the current stages of AIOps systems and their implications for organizations. A key skill assessed is understanding the foundational concepts behind LLMs and their applications in various contexts.
Topic 2	SAP Business AI: This section of the exam measures the skills of business analysts and covers the features and capabilities of SAP Business AI. It includes exploring how AI can automate processes, provide real-time insights, and enhance decision-making across various business functions.
Topic 3	SAP’s Generative AI Hub: This section of the exam measures the skills of technology strategists and covers the functionalities provided by SAP’s Generative AI Hub. It emphasizes how organizations can use generative AI to create new content and automate complex tasks. A vital skill evaluated is applying generative AI techniques to enhance business processes and customer experiences.
Topic 4	SAP AI Core: This section of the exam measures the skills of SAP developers and covers the core components of SAP’s AI framework. It emphasizes how these components integrate with existing systems to enhance functionality and performance. Leveraging SAP AI Core to develop intelligent applications that meet business needs is a critical skill that needs to be evaluated.

NO.12 What capabilities does the Exploration and Development feature of the generative Al hub provide?
Note: There are 2 correct answers to this question.

Al playground and chat

Automatic model selection

Develop and debug ABAP code

Prompt editor and management

NO.13 Where can you configure language models in generative Al hub?

The Configuration tab within ML Operations in SAP AI Launchpad

The Models tab in Prompt Editor

The Configuration tab of the SAP BTP cockpit

The Orchestration tab in SAP AI Launchpad

NO.14 How can Joule improve workforce productivity?
Note: There are 2 correct answers to this question.

By maintaining strict adherence to data privacy regulations.

By resolving hardware malfunctions.

By offering generic task recommendations unrelated to specific roles.

By providing context-based role-specific task assistance.

NO.15 What advantage can you gain by leveraging different models from multiple providers through the SAP’s generative Al hub?

Get more training data for new models

Train new models using SAP and non-SAP data

Enhance the accuracy and relevance of Al applications that use SAP’s data assets

Design new product interfaces for SAP applications

NO.16 How can Joule improve workforce productivity? Note: There are 2 correct answers to this question.

By maintaining strict adherence to data privacy regulations.

By resolving hardware malfunctions.

By offering generic task recommendations unrelated to specific roles.

By providing context-based role-specific task assistance.

NO.17 Which of the following is a principle of effective prompt engineering?

Use precise language and providing detailed context in prompts.

Combine multiple complex tasks into a single prompt.

Keep prompts as short as possible to avoid confusion.

Write vague and open-ended instructions to encourage creativity.

NO.18 Which of the following capabilities does the generative Al hub provide to developers? Note: There are 2 correct answers to this question.

Proprietary LLMs exclusively

Code generation to extend SAP BTP applications

Tools for prompt engineering and experimentation

Integration of foundation models into applications

NO.19 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.

Configure the training pipeline using templates.

Define the required infrastructure resources for training.

Perform manual data integration with SAP HANA.

Configure the model deployment in SAP Al Launchpad.

NO.20 How does SAP ensure the enterprise-readiness of its Al solutions?

By implementing rigorous product standards for Al capabilities

By ensuring that Al models make bias-free decisions without human input

By using generic Al models without business context complying with Al ethics standards

NO.21 How does SAP ensure the enterprise-readiness of its Al solutions?

By implementing rigorous product standards for Al capabilities

By ensuring that Al models make bias-free decisions without human input

By using generic Al models without business context complying with Al ethics standards

NO.22 Which statement best describes the Chain-of-Thought (COT) prompting technique?

Linking multiple Al models in sequence, where each model’s output becomes the input for the next model in the chain.

Writing a series of connected prompts creating a chain of related information.

Concatenating multiple related prompts to form a chain, guiding the model through sequential reasoning steps.

Connecting related concepts by having the LLM generate chains of ideas.

NO.23 Which of the following is a benefit of using Retrieval Augmented Generation?

It allows LLMs to access and utilize information beyond their initial training data.

It enables LLMs to learn new languages without additional training.

It eliminates the need for fine-tuning LLMs for specific tasks.

It reduces the computational resources required for language modeling.

NO.24 How do resource groups in SAP AI Core improve the management of machine learning workloads? Note:
There are 2 correct answers to this question.

They ensure workload separation for different tenants or departments.

They enhance pipeline execution speeds through workload distribution.

They enable simultaneous orchestration of Kubernetes clusters.

They provide isolation for datasets and Al artifacts.

NO.25 You want to download a json output for a prompt and the response.
Which of the following interfaces can you use in SAP’s generative Al hub in SAP AI Launchpad?

Chat

Prompt management

Administration

Prompt Editor

NO.26 You want to use the orchestration service through SAP’s generative-Al-hub-sdk.
What does the following code do?
from gen_ai_hub.orchestration.models.11m import LLM
11m =
LLM(name=”gpt-40″, version=”latest”, parameters={“max_tokens”: 256, “temperature”: 0.2})

Define the LLM

Run the Orchestration Request

Create the Orchestration Configuration

Define the Template and Default Input Values

NO.27 What are some benefits of using an SDK for evaluating prompts within the context of generative Al? Note:
There are 3 correct answers to this question.

Maintaining data privacy by using data masking techniques

Creating custom evaluators that meet specific business needs

Automating prompt testing across various scenarios

Supporting low code evaluations using graphical user interface

Providing metrics to quantitatively assess response quality

NO.28 Why would a user include formatting instructions within a prompt?

To force the model to separate relevant and irrelevant output

To ensure the model’s response follows a desired structure or style

To increase the faithfulness of the output

To redirect the output to another software program

NO.29 Which of the following is a principle of effective prompt engineering?

Use precise language and providing detailed context in prompts.

Combine multiple complex tasks into a single prompt.

Keep prompts as short as possible to avoid confusion.

Write vague and open-ended instructions to encourage creativity.

NO.30 Which technique is used to supply domain-specific knowledge to an LLM?

Domain-adaptation training

Prompt template expansion

Retrieval-Augmented Generation

Fine-tuning the model on general data

NO.31 What capabilities does the Exploration and Development feature of the generative Al hub provide? Note:
There are 2 correct answers to this question.

Al playground and chat

Automatic model selection

Develop and debug ABAP code

Prompt editor and management

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Sep-2025 SAP C-AIG-2412 Certification Real 2025 Mock Exam [Q12-Q31]

SAP C-AIG-2412 Exam Syllabus Topics:

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