Time is money, but preparation is not a race. In 2026, the Test4Cram approach favors steady, efficient sessions over marathon weekends — quality hours with the 66 practice questions beat frantic ones.
SAP C-AIG-2412 Exam Overview:
| Certification Vendor: | SAP |
|---|---|
| Exam Name: | SAP Certified Associate - SAP Generative AI Developer |
| Exam Number: | C-AIG-2412 |
| Exam Format: | Multiple Choice, Multiple Response |
| Certificate Validity Period: | 12 months |
| Exam Duration: | 180 minutes |
| Passing Score: | 65% |
| Related Certifications: | SAP Certified Associate - SAP Cloud Application Development SAP Certified Associate - SAP BTP Developer SAP Certified Associate - SAP AI Core |
| Real Exam Qty: | Approximately 80 questions |
| Available Languages: | English |
| Exam Price: | Varies by region (typically around USD 200–400 or included in SAP Learning Hub subscription) |
| Recommended Training: | SAP Learning Hub - Generative AI Learning Journeys SAP BTP and AI Core Training |
| Exam Registration: | SAP Certification Portal |
| Sample Questions: | ![]() |
| Exam Way: | Online proctored exam via SAP Certification platform |
| Pre Condition: | Basic understanding of SAP BTP and general AI/ML concepts is recommended; prior development experience is helpful but not strictly required. |
| Official Syllabus URL: | https://learning.sap.com/certifications |
SAP C-AIG-2412 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Generative AI Fundamentals | - Prompt engineering principles - AI use cases in enterprise environments - Large Language Models (LLMs) concepts |
| Responsible AI and Governance | - Ethical AI principles - Security and compliance considerations |
| Generative AI Development | - Data preparation and grounding techniques - Using APIs and AI services - Building AI-driven applications on SAP |
| Monitoring and Optimization | - Operational monitoring in SAP environments - Model performance evaluation |
| SAP Business Technology Platform (BTP) for AI | - SAP AI Core and AI Launchpad overview - Model deployment and lifecycle management - Integration of AI services within SAP BTP |
C-AIG-2412 Exam FAQ — Methods, Measurement, Mastery
The SAP Certified Associate - SAP Generative AI Developer exam contains Approximately 80 questions to complete within 180 minutes. Timed simulation in the Test4Cram Desktop Test Engine teaches that rhythm before exam day does.
The official SAP Certified Associate - SAP Generative AI Developer outline defines 5 domains. The leading three are Monitoring and Optimization, Generative AI Development, and Responsible AI and Governance. The full list is in the topics section above, and Test4Cram's 66 practice questions cover each one.
Online proctored exam via SAP Certification platform Register for the SAP Certified Associate - SAP Generative AI Developer exam through these official channels:
After booking, Test4Cram delivers your practice questions within 1 minute — preparation starts the same day.
The C-AIG-2412 exam is a SAP certification exam validating the SAP Certified Associate - SAP Generative AI Developer syllabus shown above. It belongs to these credential paths: SAP Certified Associate - SAP BTP Developer, SAP Certified Associate - SAP AI Core, SAP Certified Associate - SAP Cloud Application Development. Candidates in 2026 start with Test4Cram's 66 practice questions, available as a printable PDF, a Windows Desktop Test Engine, and an Online Test Engine — three versions of the same materials.
Test4Cram issues a full refund if you take the SAP Certified Associate - SAP Generative AI Developer exam within 60 days of purchase and do not pass. The policy does not apply if the exam is taken within 3 days of purchase, if the exam was never actually taken, or to free materials or expired orders, and the candidate name must match the payer name. Submit a scan of your enrollment slip and the official Score Report PDF within 2 days of the exam; claims are processed within 7 days. Alternatively, exchange for two free exam products of equal value and keep your original update service. Orders arrive by email within 1 minute — contact support if nothing arrives within 2 hours.
The SAP Certified Associate - SAP Generative AI Developer exam requires 65% to pass, and registration costs Varies by region (typically around USD 200–400 or included in SAP Learning Hub subscription). A failed attempt means paying the same fee again — a readiness check with the Test4Cram engines before booking is the cheaper option.
Basic understanding of SAP BTP and general AI/ML concepts is recommended; prior development experience is helpful but not strictly required. Since requirements change over time, confirm the latest on the official SAP exam page before scheduling.
SAP recommends these training resources for the SAP Certified Associate - SAP Generative AI Developer exam:
Follow the training with steady self-testing — the 66 practice questions from Test4Cram help you apply theory and fill any gaps the training leaves.
Three versions of the same study materials: a printable, expert-prepared PDF with free demo download and instant access; a Desktop Test Engine for Windows with customizable simulation and timed modes that works offline; and an Online Test Engine for any browser on Windows, Mac, Android, and iOS with test history and performance review. All 66 practice questions are identical across versions. Every purchase includes 365 days of free updates, a 50% renewal discount afterward, and unlimited computer installations.
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. Pay-as-you-go for each partner service
- C. Bring Your Own License (BYOL) for embedded partner solutions
- D. Annual subscription-only contracts
Correct Answer: A 🗳️
Explanation: Only visible for Test4Cram members. You can sign-up / login (it's free).
Which of the following must you do before connecting to a dataset in order to train a machine learning model in SAP Al Core?
Note: There are 2 correct answers to this question.
- A. Store the dataset in a hyperscaler object store.
- B. Store the dataset in the SAP HANA Vector Engine.
- C. Grant access rights to the SAP BTP cockpit.
- D. Provide the storage secret to access the dataset.
Correct Answer: A,D 🗳️
Explanation: Only visible for Test4Cram 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 Test4Cram members. You can sign-up / login (it's free).
Match the components of a Retrieval Augmented Generation architecture to the diagram.
Correct Answer:

Explanation:
A screenshot of a computer Description automatically generated
How can Joule improve workforce productivity? Note: There are 2 correct answers to this question.
- A. By resolving hardware malfunctions.
- B. By offering generic task recommendations unrelated to specific roles.
- C. By maintaining strict adherence to data privacy regulations.
- D. By providing context-based role-specific task assistance.
Correct Answer: C,D 🗳️
Explanation: Only visible for Test4Cram members. You can sign-up / login (it's free).
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