Difficulty and lack of time — the two things that sink most C-AIG-2412 candidates. DumpsTorrent attacks both: SAP Certified Associate - SAP Generative AI Developer questions designed for spare-time practice, current with the 2026 exam.
SAP C-AIG-2412 Exam Overview:
| Certification Vendor: | SAP |
|---|---|
| Exam Name: | SAP Certified Associate - SAP Generative AI Developer |
| Exam Number: | C-AIG-2412 |
| Available Languages: | English |
| Related Certifications: | SAP Certified Associate - SAP Generative AI Developer |
| Passing Score: | 65% |
| Certificate Validity Period: | 12 months |
| Exam Price: | USD 200 |
| Exam Format: | Multiple Response, Multiple Choice |
| Exam Duration: | 120 minutes |
| Real Exam Qty: | 60 |
| Sample Questions: |  |
| Exam Way: | Online |
| Pre Condition: | None |
| Official Syllabus URL: | https://learning.sap.com/certifications/sap-certified-associate-sap-generative-ai-developer |
SAP C-AIG-2412 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: SAP Business AI | - Ethical AI and Responsible Use - AI Integration in SAP Solutions - Business Process Optimization |
| Topic 2: Generative AI Hub | - Exploration and Development Features - Joule Features and Capabilities - Prompt Engineering and Creation - AI Ecosystem Partner Solutions |
| Topic 3: Large Language Models (LLMs) | - Self-Attention Mechanisms - Fundamentals of Generative AI - Understanding Transformer Architecture |
| Topic 4: SAP AI Core | - Infrastructure and APIs - Configuration and Management - Model Deployment and Monitoring |
SAP C-AIG-2412 Exam — Questions and Answers
The official fee is USD 200 per attempt, and the passing score is 65%. A failed attempt means paying the entire fee again — which makes the 66 practice questions from DumpsTorrent the cheaper rehearsal. Self-test until the pass mark feels routine, then book.
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The SAP Certified Associate - SAP Generative AI Developer blueprint spans 4 domains — among them SAP Business AI, Generative AI Hub, Large Language Models (LLMs). Weightings are the vendor's way of saying where points concentrate, so budget your time accordingly. The full outline above details every subtopic.
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The SAP Certified Associate - SAP Generative AI Developer is SAP's official exam for the SAP Certified Associate certification, at the Associate level. It tests real professional knowledge and experience — that's why it's considered difficult, and why the credential means something. It also connects to related credentials like SAP Certified Associate - SAP Generative AI Developer.
You'll get 120 minutes for 60 questions. Lack of time sinks more candidates than lack of knowledge — so build your pacing now: set a per-question budget, practice flagging hard items, and run full timed sessions in the DumpsTorrent engine until the clock feels like an ally.
SAP Certified Associate - SAP Generative AI Developer Sample Questions:
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.
- A. Providing metrics to quantitatively assess response quality
- B. Automating prompt testing across various scenarios
- C. Supporting low code evaluations using graphical user interface
- D. Creating custom evaluators that meet specific business needs
- E. Maintaining data privacy by using data masking techniques
Correct Answer: A,B,D 🗳️
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What are the applications of generative Al that go beyond traditional chatbot applications? Note: There are 2 correct answers to this question.
- A. To interpret human instructions and control software systems always producing output for human consumption.
- B. To follow a specific schema - human input, Al processing, and output for human consumption.
- C. To produce outputs based on software input.
- D. To interpret human instructions and control software systems without necessarily producing output for human consumption.
Correct Answer: A,D 🗳️
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What is the purpose of splitting documents into smaller overlapping chunks in a RAG system?
- A. To simplify the process of training the embedding model
- B. To enable the matching of different relevant passages to user queries
- C. To improve the efficiency of encoding queries into vector representations
- D. To reduce the storage space required for the vector database
Correct Answer: B 🗳️
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Which statement best describes the Chain-of-Thought (COT) prompting technique?
- A. Concatenating multiple related prompts to form a chain, guiding the model through sequential reasoning steps.
- B. Connecting related concepts by having the LLM generate chains of ideas.
- C. Linking multiple Al models in sequence, where each model's output becomes the input for the next model in the chain.
- D. Writing a series of connected prompts creating a chain of related information.
Correct Answer: A 🗳️
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What must be defined in an executable to train a machine learning model using SAP AI Core? Note: There are 2 correct answers to this question.
- A. Deployment templates for SAP AI Launchpad
- B. User scripts to manually execute pipeline steps
- C. Infrastructure resources such as CPUs or GPUs
- D. Pipeline containers to be used
Correct Answer: C,D 🗳️
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