SAP Certified Associate C_AIG_2412 Dumps Updated Apr 23, 2026 – PrepAwayPDF [Q22-Q45]

NO.22 What is a Large Language Model (LLM)?

A rule-based expert system to analyze and generate grammatically correct sentences.

An Al model that specializes in processing, understanding, and generating human language.

A database system optimized for storing large volumes of textual data.

A gradient boosted decision tree algorithm for predicting text.

NO.23 Why is generative Al gaining significant attention and investment in the current business landscape? Note: There are 2 correct answers to this question.

It lowers barriers to adoption.

It can replicate complex technical skills without training or quality control.

It can run entire business operations without human intervention.

It only requires natural language skills to use.

NO.24 What are the benefits of SAP’s generative Al hub? Note: There are 2 correct answers to this question.

Accelerate Al development with flexible access to a broad range of models

Provide libraries for no-code development

Build custom Al solutions and extend SAP applications

Send your data to various LLM providers for training feedback

NO.25 What are some benefits of SAP Business Al? Note: There are 3 correct answers to this question.

Intelligent business document processing

Face detection and face recognition

Automatic human emotion recognition

Al-powered forecasting and predictions

Personalized recommendations based on Al algorithms

NO.26 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.27 What is one primary benefit of using LLMs in business applications?

They replace the need for human decision-making entirely

They eliminate all data privacy concerns in business operations

They require no maintenance or updates once implemented

They enhance automation and scalability of processes

NO.28 What are some examples of generative Al technologies? Note: There are 2 correct answers to this question.

Al models that generate new content based on training data

Rule-based algorithms

Robotic process automation

Foundation models

NO.29 You want to extract useful information from customer emails to augment existing applications in your company.
How can you use generative-ai-hub-sdk in this context?

Generate a new SAP application based on the mail data.

Generate JSON strings based on extracted information.

Generate random email content and send them to customers.

Train custom models based on the mail data.

NO.30 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.31 What are some characteristics of the SAP generative Al hub? Note: There are 2 correct answers to this question.

It operates independently of SAP’s partners and ecosystem.

It ensures relevant, reliable, and responsible business Al.

It only supports traditional machine learning models.

It provides instant access to a wide range of large language models (LLMs).

NO.32 Which of the following sequence of steps does SAP recommend you use to solve a business problem using generative Al hub?

Create a basic prompt in SAP AI Launchpad

NO.33 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.

Register the input dataset in SAP AI Core.

NO.34 Which of the following executables in generative Al hub works with Anthropic models?

GCP Vertex Al

Azure OpenAl Service

SAP AI Core

AWS Bedrock

NO.35 How does SAP deal with vulnerability risks created by generative Al? Note: There are 2 correct answers to this question.

By implementing responsible Al use guidelines and strong product security standards.

By identifying human, technical, and exfiltration risks through an Al Security Taskforce.

By focusing on technological advancement only.

By relying on external vendors to manage security threats.

NO.36 Which of the following describes Large Language Models (LLMs)?

They rely on traditional rule-based algorithms to generate responses

They utilize deep learning to process and generate human-like text

They can only process numerical data and are not capable of understanding text

They generate responses based on pre-defined templates without learning from data

NO.37 What is the purpose of splitting documents into smaller overlapping chunks in a RAG system?

To simplify the process of training the embedding model

To enable the matching of different relevant passages to user queries

To improve the efficiency of encoding queries into vector representations

To reduce the storage space required for the vector database

NO.38 What is the primary function of the embedding model in a RAG system?

To generate responses based on retrieved documents and user queries

To encode queries and documents into vector representations for comparison

To evaluate the faithfulness and relevance of generated answers

To store vector representations of documents and search for relevant passages

NO.39 Which of the following statements accurately describe the RAG process? Note: There are 2 correct ans-wers to this question.

The user’s questi on is used to search a knowledge base or a set of documents.

The embedding model stores the generated ans wers for future reference.

The retrieved content is combined with the LLM’s capabilities to generate a response.

The LLM directly ans wers the user’s question without accessing external information.

NO.40 Which of the following techniques uses a prompt to generate or complete subsequent prompts (streamlining the prompt development process), and to effectively guide Al model responses?

Chain-of-thought prompting

Few-shot prompting

Meta prompting

One-shot prompting

NO.41 What contract type does SAP offer for Al ecosystem partner solutions?

Annual subscription-only contracts

All-in-one contracts, with services that are contracted through SAP

Pay-as-you-go for each partner service

Bring Your Own License (BYOL) for embedded partner solutions

NO.42 What are some components of the training pipeline in SAP AI Core? Note: There are 2 correct answers to this question.

Input datasets stored in a hyperscaler object store

Executables that define the training process

The SAP HANA database for model storage

Automated deployment to Kubernetes clusters

NO.43 What are the applications of generative Al that go beyond traditional chatbot applications?
Note: There are 2 correct answers to this question.

To produce outputs based on software input.

To follow a specific schema – human input, Al processing, and output for human consumption.

To interpret human instructions and control software systems without necessarily producing output for human consumption.

To interpret human instructions and control software systems always producing output for human consumption.

NO.44 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.45 What does the Prompt Management feature of the SAP AI launchpad allow users to do?

Create and edit prompts

Provide personalized user interactions

Interact with models through a conversational interface

Access and manage saved prompts and their versions

SAP Certified Associate C_AIG_2412 Dumps Updated Apr 23, 2026 – PrepAwayPDF [Q22-Q45]

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