AI Trades Certification Question Bank

I’m putting together a bank of practice questions for a professional certification exam in the skilled trades and want to speed up the process with AI. What I need is clear: high-quality, original practice questions with answers that accurately reflect real trade-exam standards.

I’ll supply any blueprints or syllabi I have; you’ll handle the prompt engineering and curation—whether that’s with ChatGPT, GPT-4, Claude, or another large-language model you trust. The focus is on authenticity and relevance to areas such as safety, codes, trade math, tools, materials, and troubleshooting.

Deliverables
• 100 multiple-choice questions
• Four options per question, one correct answer identified
• Brief explanation for each correct answer
• Tag or short note linking each question to the related competency area

Acceptance criteria
• Clear, error-free wording at certification-exam difficulty
• Balanced mix of easy, medium, and hard items
• Fully original content—no plagiarism or recycled exam questions

If you’ve created AI-generated exam material before, especially for plumbing, electrical, HVAC, or general construction certifications, I’d love to see two sample questions so I can check style and depth. Let’s build a question set that helps candidates pass their trades exam with confidence.