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Certification blueprints shift, and stale study material is worse than none at all. NewPassLeader keeps the C-AIG-2412 question set aligned with the current SAP Certified Associate - SAP Generative AI Developer exam, and every purchase in 2026 includes 365 days of free updates.
SAP C-AIG-2412 Exam Overview:
| Certification Vendor: | SAP |
|---|---|
| Exam Name: | SAP Certified Associate - SAP Generative AI Developer |
| Exam Number: | C-AIG-2412 |
| Passing Score: | 65% |
| Available Languages: | English |
| Certificate Validity Period: | 12 months |
| Related Certifications: | SAP Certified Associate - SAP Generative AI Developer |
| Exam Format: | Multiple Choice, Multiple Response |
| Exam Price: | USD 200 |
| Real Exam Qty: | 60 |
| Exam Duration: | 120 minutes |
| Sample Questions: | DOWNLOAD DEMO |
| 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 |
|---|---|
| Large Language Models (LLMs) | - Self-Attention Mechanisms - Understanding Transformer Architecture - Fundamentals of Generative AI |
| Generative AI Hub | - Prompt Engineering and Creation - Joule Features and Capabilities - AI Ecosystem Partner Solutions - Exploration and Development Features |
| SAP AI Core | - Infrastructure and APIs - Configuration and Management - Model Deployment and Monitoring |
| SAP Business AI | - Business Process Optimization - AI Integration in SAP Solutions - Ethical AI and Responsible Use |
C-AIG-2412 Certification Exam — Your Questions, Answered
The C-AIG-2412 exam is the official SAP exam behind SAP Certified Associate - SAP Generative AI Developer — passing it earns you the SAP Certified Associate certification, a credential positioned at the Associate level. It is built for candidates who want to validate the skills measured by SAP Certified Associate - SAP Generative AI Developer. Depending on your track, the exam is also linked to the SAP Certified Associate - SAP Generative AI Developer certification, so one pass can move you toward more than one SAP credential.
The C-AIG-2412 exam presents 60 questions to be completed within 120 minutes. That pace leaves little room for second-guessing: read each question carefully on the first pass, flag the ones you want to revisit, and keep moving instead of stalling on a single item. Before exam day, run at least one full timed session in the NewPassLeader desktop or online test engine with a comparable question load — a steady rhythm under the clock is a trainable skill, and it is often what separates a pass from a near miss.
To pass the C-AIG-2412 exam you need 65%, and the official registration fee is USD 200. Keep in mind that a failed attempt means paying that fee again in full — retakes are not discounted. Given the cost, self-test before you book: if you can score comfortably above the passing mark on two or three consecutive timed NewPassLeader practice tests, your budget is far better spent on the exam itself than on a retake.
None Because SAP revises its certification programs from time to time, treat this as a starting point rather than the final word. Confirm the current eligibility requirements on the official SAP exam page before you register.
Yes. A free PDF demo of the C-AIG-2412 practice questions is available, so you can check the question style and answer quality before spending anything. Every purchase also includes 365 days of free updates — whenever SAP adjusts the SAP Certified Associate - SAP Generative AI Developer blueprint, your material is refreshed at no cost during that period. After the first year, you can extend the update service at a 50% discount from your member zone.
NewPassLeader backs your purchase with a 100% Money Back Guarantee. If you take the corresponding exam within 60 days of purchase and do not pass, you can claim a full refund by submitting a scanned copy of your exam enrollment slip together with the official Score Report PDF within 2 days of your exam date; approved claims are processed within 7 days. The guarantee applies only to the exam matching your purchase, the candidate name must match the payer name, and it does not cover attempts taken within 3 days of purchase, candidates who downloaded the material but never sat the exam, expired orders, or free materials. If you would rather keep preparing, you can exchange the product for two free exam preparation packages of equal value and keep the update service on your original purchase.
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The SAP Certified Associate - SAP Generative AI Developer syllabus is organized into 4 domains. Among the headline areas are Generative AI Hub, SAP AI Core, Large Language Models (LLMs). Rather than copying every subtopic here, we keep the complete, current outline in the Exam Topics section above — work through it domain by domain with the NewPassLeader C-AIG-2412 practice questions so nothing on the blueprint catches you off guard.
SAP Certified Associate - SAP Generative AI Developer Sample Questions:
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?
- A. Few-shot prompting
- B. Chain-of-thought prompting
- C. Meta prompting
- D. One-shot prompting
Correct Answer: C 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
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 🗳️
Explanation: Only visible for NewPassLeader 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 provide isolation for datasets and Al artifacts.
- B. They ensure workload separation for different tenants or departments.
- C. They enable simultaneous orchestration of Kubernetes clusters.
- D. They enhance pipeline execution speeds through workload distribution.
Correct Answer: A,B 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
How does SAP ensure the enterprise-readiness of its Al solutions?
- A. By using generic Al models without business context complying with Al ethics standards
- B. By implementing rigorous product standards for Al capabilities
- C. By ensuring that Al models make bias-free decisions without human input
Correct Answer: B 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
Which of the following steps is NOT a requirement to use the Orchestration service?
- A. Create an instance of an Al model
- B. Create a deployment for orchestration
- C. Modify the underlying Al models
- D. Get an auth token for orchestration
Correct Answer: C 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
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