Exam Name: SAP Certified Associate - SAP Generative AI Developer
Certification Provider: SAP
Corresponding Certification: SAP Certified Associate
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Check Updated on: Oct 13, 2026
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- Total Questions: 66
- Updated on: Oct 13, 2026
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- Total Questions: 66
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Before any NewPassLeader material appears online, it passes rigorous expert review. That discipline is why the C-AIG-2412 collection covers the official test content thoroughly — 66 practice questions built on inspected foundations.
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 |
| Exam Format: | Multiple Choice, Multiple Response |
| Exam Price: | Varies by region (typically around USD 200–400 or included in SAP Learning Hub subscription) |
| Passing Score: | 65% |
| Related Certifications: | SAP Certified Associate - SAP AI Core SAP Certified Associate - SAP BTP Developer SAP Certified Associate - SAP Cloud Application Development |
| Certificate Validity Period: | 12 months |
| Real Exam Qty: | Approximately 80 questions |
| Exam Duration: | 180 minutes |
| Recommended Training: | SAP Learning Hub - Generative AI Learning Journeys SAP BTP and AI Core Training |
| Exam Registration: | SAP Certification Portal |
| Sample Questions: | DOWNLOAD DEMO |
| 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 |
|---|---|
| Monitoring and Optimization | - Operational monitoring in SAP environments - Model performance evaluation |
| SAP Business Technology Platform (BTP) for AI | - Integration of AI services within SAP BTP - SAP AI Core and AI Launchpad overview - Model deployment and lifecycle management |
| Generative AI Fundamentals | - AI use cases in enterprise environments - Prompt engineering principles - Large Language Models (LLMs) concepts |
| Generative AI Development | - Data preparation and grounding techniques - Using APIs and AI services - Building AI-driven applications on SAP |
| Responsible AI and Governance | - Ethical AI principles - Security and compliance considerations |
C-AIG-2412 Exam FAQ: Review, Demo, and Policy
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.
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 prepare for it with NewPassLeader'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.
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 NewPassLeader help you apply theory and fill any gaps the training leaves.
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 NewPassLeader engines before booking is the cheaper option.
The SAP Certified Associate - SAP Generative AI Developer exam contains Approximately 80 questions to complete within 180 minutes. Timed simulation in the NewPassLeader Desktop Test Engine teaches that rhythm before exam day does.
NewPassLeader 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.
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.
The official SAP Certified Associate - SAP Generative AI Developer outline defines 5 domains. The leading three are Responsible AI and Governance, Generative AI Fundamentals, and Monitoring and Optimization. The full list is in the topics section above, and NewPassLeader'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, NewPassLeader delivers your practice questions within 1 minute — preparation starts the same day.
SAP Certified Associate - SAP Generative AI Developer Sample Questions:
What is the goal of prompt engineering?
- A. To optimize hardware performance for Al computations
- B. To replace human decision-making with automated processes
- C. To craft inputs that guide Al systems in generating desired outputs
- D. To develop new neural network architectures for Al models
Correct Answer: C 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
What is a part of LLM context optimization?
- A. Adjusting the model's output format and style
- B. Providing the model with domain-specific knowledge needed to solve a problem
- C. Enhancing the computational speed of the model
- D. Reducing the model's size to improve efficiency
Correct Answer: B 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
What is a Large Language Model (LLM)?
- A. A gradient boosted decision tree algorithm for predicting text.
- B. A rule-based expert system to analyze and generate grammatically correct sentences.
- C. An Al model that specializes in processing, understanding, and generating human language.
- D. A database system optimized for storing large volumes of textual data.
Correct Answer: C 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
What are some characteristics of the SAP generative Al hub? Note: There are 2 correct answers to this question.
- A. It ensures relevant, reliable, and responsible business Al.
- B. It provides instant access to a wide range of large language models (LLMs).
- C. It only supports traditional machine learning models.
- D. It operates independently of SAP's partners and ecosystem.
Correct Answer: A,B 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
Which of the following is a benefit of using Retrieval Augmented Generation?
- A. It eliminates the need for fine-tuning LLMs for specific tasks.
- B. It enables LLMs to learn new languages without additional training.
- C. It allows LLMs to access and utilize information beyond their initial training data.
- D. It reduces the computational resources required for language modeling.
Correct Answer: C 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
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