Prove applied capability
Demonstrate that you can reason through realistic professional decisions under assessment conditions.
Practice exam for Certified Generative AI Specialist (CGAIS) . This is practice exam #3.
Learn with labs & projects at your own pace.
Practice exam for Certified Generative AI Specialist (CGAIS) . This is practice exam #3.
Demonstrate that you can reason through realistic professional decisions under assessment conditions.
Focus on transferable concepts, trade-offs and judgment that map to real delivery work.
Receive a certificate and transcript you can share with employers and professional networks.
Validate the ability to apply foundational Generative AI concepts, prompt engineering, LLM production practices, responsible/ethical principles, security & compliance controls, and real-world solution design to practical scenarios.
The assessment spans the domains below. Weightings indicate relative emphasis in the exam.
Evolution of AI β Deep Learning β Transformers β Generative AI; LLM architectures (GPT, LLaMA, Claude, Mistral, Gemini β conceptual); attention, pretraining, fine-tuning, RLHF; mod...
Prompt patterns (zero/few-shot, chain-of-thought, role-based); advanced prompting (context windows, memory, multi-turn chains, self-consistency, reflection); structured prompting a...
Fine-tuning and adaptation (full FT, LoRA, adapters, RAG); system integration (APIs, vector DBs, orchestration); evaluation (BLEU, ROUGE, perplexity, human eval, truthfulness); dep...
Risk landscape (hallucinations, bias, toxicity, misinformation, IP); mitigation (grounding, guardrails, moderation, human-in-the-loop); governance frameworks (OECD, UNESCO, EU AI A...
Data privacy (PII, anonymization, differential privacy); threats (prompt injection, data exfiltration, model inversion, adversarial prompts); compliance (GDPR, HIPAA, Australian Pr...
Agentic AI and autonomous systems; multimodal LLMs; disruption across industries; career pathways (GenAI engineer, AI consultant, strategist); capstone-style solution design balanc...
A 60-minute assessment with 55 questions, a 70% passing threshold, delivered through the GIofAI Exam Portal.
The value of the certification is the combination of controlled assessment, identity verification, domain-level performance evidence and a verifiable professional credential.
A professional GIofAI designation supported by a digital certificate and official transcript. The transcript records section-level performance, giving the credential more context than a simple completion badge.
Identity-verified assessment under controlled examination conditions.
Section-wise performance information for a clearer view of your assessed capability.
A professional credential designed to be verifiable and shareable with employers and professional networks.
Use CGAIS as a core credential before moving into deeper specialisations.
Take the next step toward the CGAIS professional designation.