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Regular customers are treated as close friends, with benefits launched at intervals. Join the family via the SAP Certified Associate - SAP Generative AI Developer free demo questions at ActualTestsIT: 66 practice questions for the C-AIG-2412 exam in 2026.
SAP C-AIG-2412 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Large Language Models (LLMs) | 21% - 30% | - Fundamentals of LLMs - Responsible AI principles and implementation - Use cases and application scenarios - Types and characteristics of LLMs |
| Topic 2: SAP AI Core | 21% - 30% | - Model deployment and management - Architecture and core components - Monitoring and operations - Integration with SAP AI Launchpad |
| Topic 3: SAP Business AI | 11% - 20% | - Embedding AI into business processes - Overview of SAP Business AI portfolio - AI services and automation capabilities - Business value and implementation examples |
| Topic 4: SAP's Generative AI Hub | 31% - 40% | - Building applications with generative AI services - Core concepts and capabilities - Integration with SAP BTP - Prompt engineering and application use cases |
SAP C-AIG-2412 Exam: Worthy Answers
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The SAP Certified Associate - SAP Generative AI Developer is SAP's certification exam for SAP Certified Associate - SAP Generative AI Developer, at the Associate level. In drastic competition, the certificate is an explicit demonstration of your knowledge.
The SAP Certified Associate - SAP Generative AI Developer blueprint spans 4 domains — including SAP AI Core (21% - 30%), SAP Business AI (11% - 20%), Large Language Models (LLMs) (21% - 30%). Progress domain by domain at your own level; the complete outline above lists every subtopic.
Yes:
- Introduction to Generative AI in SAP Ecosystem
- SAP AI Core and AI Launchpad Fundamentals
- Building Applications with SAP Generative AI Hub
After any course, command the skills with the 66 practice questions for the SAP Certified Associate - SAP Generative AI Developer — every answer expert-verified.
Basic knowledge of SAP Business Technology Platform (BTP); Familiarity with cloud application development; Understanding of AI/ML concepts; Programming skills (Java, Python, Node.js recommended); Experience with APIs and integration Eligibility rules change over time, so verify the current requirements on the official page (official C-AIG-2412 exam page) before registering.
SAP Certified Associate - SAP Generative AI Developer Sample Questions:
What contract type does SAP offer for Al ecosystem partner solutions?
- A. All-in-one contracts, with services that are contracted through SAP
- B. Bring Your Own License (BYOL) for embedded partner solutions
- C. Annual subscription-only contracts
- D. Pay-as-you-go for each partner service
Correct Answer: A 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
You want to assign urgency and sentiment categories to a large number of customer emails. You want to get a valid json string output for creating custom applications. You decide to develop a prompt for the same using generative Al hub.
What is the main purpose of the following code in this context?
prompt_test = """Your task is to extract and categorize messages. Here are some examples:
{{?technique_examples}}
Use the examples when extract and categorize the following message:
{{?input}}
Extract and return a json with the following keys and values:
-"urgency" as one of {{?urgency}}
-"sentiment" as one of {{?sentiment}}
"categories" list of the best matching support category tags from: {{?categories}} Your complete message should be a valid json string that can be read directly and only contains the keys mentioned in t import random random.seed(42) k = 3 examples random. sample (dev_set, k) example_template = """<example> {example_input} examples
'\n---\n'.join([example_template.format(example_input=example ["message"], example_output=json.dumps (example[ f_test = partial (send_request, prompt=prompt_test, technique_examples examples, **option_lists) response = f_test(input=mail["message"])
- A. Train a language model from scratch
- B. Evaluate the performance of a language model using few-shot learning
- C. Preprocess a dataset for machine learning
- D. Generate random examples for language model training
Correct Answer: B 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
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?
- A. Administration
- B. Prompt Editor
- C. Chat
- D. Prompt management
Correct Answer: D 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
Which of the following sequence of steps does SAP recommend you use to solve a business problem using generative Al hub?
- A. Create a basic prompt in SAP AI Launchpad
*Scale the solution using generative-ai-hub-sdk
*Create a baseline evaluation method for the simple prompt
*Enhance the prompts
*Evaluate various models for the problem using generative-ai-hub-sdk - B. Create a basic prompt in SAP AI Launchpad
*Evaluate various models for the problem using generative-ai-hub-sdk
*Scale the solution using generative-ai-hub-sdk
*Create a baseline evaluation method for the simple prompt
*Enhance the prompts. - C. Create a basic prompt in SAP AI Launchpad
*Enhance the prompts
*Create a baseline evaluation method for the simple prompt
*Evaluate various models for the problem using generative-ai-hub-sdk
*Scale the solution using generative-ai-hub-sdk
Correct Answer: C 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
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 enhance pipeline execution speeds through workload distribution.
- B. They provide isolation for datasets and Al artifacts.
- C. They enable simultaneous orchestration of Kubernetes clusters.
- D. They ensure workload separation for different tenants or departments.
Correct Answer: B,D 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
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