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.
| Section | Weight | Objectives |
|---|---|---|
| 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 Hub | 31% - 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 Core | 21% - 30% | - Integration with SAP AI Launchpad - Monitoring and operations - Model deployment and management - Architecture and core components |
| Topic 4: SAP Business AI | 11% - 20% | - Overview of SAP Business AI portfolio - AI services and automation capabilities - Business value and implementation examples - Embedding AI into business processes |
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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.
Which of the following steps must be performed to deploy LLMs in the generative Al hub?
Correct Answer: B 🗳️
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Which of the following is a principle of effective prompt engineering?
Correct Answer: A 🗳️
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How can Joule improve workforce productivity? Note: There are 2 correct answers to this question.
Correct Answer: A,D 🗳️
Explanation: Only visible for DumpsActual 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"])
Correct Answer: A 🗳️
Explanation: Only visible for DumpsActual members. You can sign-up / login (it's free).
What capabilities does the Exploration and Development feature of the generative Al hub provide? Note:
There are 2 correct answers to this question.
Correct Answer: B,D 🗳️
Explanation: Only visible for DumpsActual members. You can sign-up / login (it's free).
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