SAP C_AIG_2412 Exam : SAP Certified Associate - SAP Generative AI Developer

  • Exam Code: C_AIG_2412
  • Exam Name: SAP Certified Associate - SAP Generative AI Developer
  • Updated: Oct 25, 2026
  • Q & A: 66 Questions and Answers

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About SAP C_AIG_2412 Exam Questions

Employers keep raising the bar, and the SAP Certified Associate - SAP Generative AI Developer keeps rising with it. DumpsActual matches that pace: the C_AIG_2412 question set — 66 strong — is refreshed throughout 2026.

SAP C_AIG_2412 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Large Language Models (LLMs)21% - 30%- Fundamentals of LLMs
- Types and characteristics of LLMs
- Responsible AI principles and implementation
- Use cases and application scenarios
Topic 2: SAP's Generative AI Hub31% - 40%- Building applications with generative AI services
- Core concepts and capabilities
- Prompt engineering and application use cases
- Integration with SAP BTP
Topic 3: SAP AI Core21% - 30%- Integration with SAP AI Launchpad
- Monitoring and operations
- Model deployment and management
- Architecture and core components
Topic 4: SAP Business AI11% - 20%- Overview of SAP Business AI portfolio
- AI services and automation capabilities
- Business value and implementation examples
- Embedding AI into business processes

C_AIG_2412 Questions You Were Going to Ask

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The SAP Certified Associate - SAP Generative AI Developer syllabus is organized into 4 domains — including Large Language Models (LLMs) (21% - 30%), SAP AI Core (21% - 30%), SAP Business AI (11% - 20%). The percentages show where the exam concentrates its points; weight your revision the same way. The complete outline is listed above.

120 minutes for 60 questions — that's the official shape of the C_AIG_2412 exam. Divide your minutes per question before test day, flag and skip anything that stalls you, and rehearse full timed runs in the DumpsActual engine until pacing is automatic.

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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, a Associate-level credential. Employers value it because it verifies real skills, not attendance.

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Training explains; practice proves. Follow any course with the 66 practice questions for the SAP Certified Associate - SAP Generative AI Developer to confirm the knowledge stuck.

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 Because vendors adjust eligibility rules from time to time, verify the current requirements on the official page (official C_AIG_2412 exam page) before you register.

$554 USD per attempt, 65% to pass. Retakes cost the full fee again, so treat the 66 practice questions from DumpsActual as your dress rehearsal — and go in prepared the first time.

SAP Certified Associate - SAP Generative AI Developer Sample Questions:

Question #1

Which of the following steps must be performed to deploy LLMs in the generative Al hub?

  • A. Provision SAP AI
    *Core Create a configuration
    *Run the booster
  • B. Provision SAP AI Core
    *Check for foundation model scenario
    *Create a configuration
    *Create a deployment
  • C. Check for foundation model scenario
    *Create a deployment
    *Configuring entitlements
  • D. Run the booster
    *Create service keys
    *Select the executable ID
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #2

Which of the following is a principle of effective prompt engineering?

  • A. Use precise language and providing detailed context in prompts.
  • B. Write vague and open-ended instructions to encourage creativity.
  • C. Keep prompts as short as possible to avoid confusion.
  • D. Combine multiple complex tasks into a single prompt.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #3

How can Joule improve workforce productivity? Note: There are 2 correct answers to this question.

  • A. By providing context-based role-specific task assistance.
  • B. By offering generic task recommendations unrelated to specific roles.
  • C. By resolving hardware malfunctions.
  • D. By maintaining strict adherence to data privacy regulations.
Reveal Solution  Discussion  0

Correct Answer: A,D  🗳️

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Question #4

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. Evaluate the performance of a language model using few-shot learning
  • B. Generate random examples for language model training
  • C. Train a language model from scratch
  • D. Preprocess a dataset for machine learning
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

What capabilities does the Exploration and Development feature of the generative Al hub provide? Note:
There are 2 correct answers to this question.

  • A. Automatic model selection
  • B. Al playground and chat
  • C. Develop and debug ABAP code
  • D. Prompt editor and management
Reveal Solution  Discussion  0

Correct Answer: B,D  🗳️

Explanation: Only visible for DumpsActual members. You can sign-up / login (it's free).

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