AI for Engineers Certification
Tests AI for engineers — using LLMs and copilots for calculations, code and documentation, AI-assisted design and generative design, simulation surrogates, predictive maintenance and inspection, verification of AI outputs against engineering standards, functional safety and professional responsibility — written to NIST AI RMF, IEC 61508, ISO 26262 and engineering practice guidance for 2026 and 2027. Pass to earn AI for Engineers SOA-AE.
- Intermediate difficulty.Assumes hands-on experience in the role.
- 20 scenario questions
- 20 minutes, timed
- 70% to pass · 90% for distinction
- Free no sign-up needed
- LinkedIn-ready · add it to your profile in one clickSee how ↓
What is the AI for Engineers Certification?
- Trending 2027
- Career Booster
- Future-Proof
Updated for 2027. Covers AI tools in daily engineering work, ai-assisted design and simulation, AI in operations, maintenance and inspection and safety, ethics and professional responsibility.
The AI for Engineers Certification is a free intermediate-level, 20-minute skill test from Science of Apps. It tests AI for engineers — using LLMs and copilots for calculations, code and documentation, AI-assisted design and generative design, simulation surrogates, predictive maintenance and inspection, verification of AI outputs against engineering standards, functional safety and professional responsibility — written to NIST AI RMF, IEC 61508, ISO 26262 and engineering practice guidance for 2026 and 2027. Score 70% or more on its 20 questions to earn a verifiable AI for Engineers certificate (SOA-AE). Every question is based on published standards and research — including AI Risk Management Framework (NIST), Manufacturing Extension Partnership (NIST), Materials science and engineering (NIST) — and each answer is explained with its source.
Built for your job title
Mechanical, civil or electrical engineer, Engineering manager, Design or simulation engineer, Reliability or maintenance engineer and Engineering student — and anyone who wants quick, verifiable proof of AI for Engineers knowledge for a CV, LinkedIn or graduate application in 2026 and 2027.
- Mechanical, civil or electrical engineer
- Engineering manager
- Design or simulation engineer
- Reliability or maintenance engineer
- Engineering student
What the test covers
Four skill areas with 5 questions each, drawn from a bank of 10 per area, so a retake brings questions you haven't seen.
- 01
AI Tools in Daily Engineering Work
25%- LLM assistants
- Code and scripting
- Documentation
- 02
AI-Assisted Design and Simulation
25%- Generative design
- Surrogate models
- Optimisation
- 03
AI in Operations, Maintenance and Inspection
25%- Predictive maintenance
- Inspection and quality
- Data foundations
- 04
Safety, Ethics and Professional Responsibility
25%- Functional safety
- Professional duty
- Risk management
Based on published standards
The questions are original scenarios, and each one names the public standard, official guide or research it draws on — shown under the question while you answer, and linked in your review. These are the sources behind this test:
- AI Risk Management FrameworkNIST12 questions
- Manufacturing Extension PartnershipNIST8 questions
- Materials science and engineeringNIST4 questions
- Artificial Intelligence Risk Management Framework: Generative AI Profile (NIST AI 600-1)NIST3 questions
- Metrics and scoring: quantifying the quality of predictionsscikit-learn2 questions
- ISO 26262 Road vehicles — Functional safetyISO2 questions
- Quantifying GitHub Copilot's impact on developer productivityGitHub1 question
- We Have a Package for You! Package hallucinations by code LLMsSpracklen et al., USENIX Security 20251 question
- General Data Protection Regulation (full text)gdpr-info.eu1 question
- Prompt engineering overviewAnthropic1 question
- LiteRT for MicrocontrollersGoogle AI Edge1 question
- Critical Infrastructure Protection (CIP) standardsNERC1 question
- IEC 61508 Functional safety of electrical/electronic/programmable safety-related systemsIEC1 question
- ISO/IEC 42001: AI management systemsISO1 question
- Towards a Standard for Identifying and Managing Bias in AI (SP 1270)NIST1 question
Try a sample question
An LLM gives a beam deflection answer with confident working. The engineer should
- use the result because the working is shown step by step
- round the answer up by 10% as a safety margin and proceed
- ask the model again and use the answer if it matches
- check the formula, units and inputs independently before using the result
Show the answer
D. check the formula, units and inputs independently before using the result — LLMs make calculation errors. The real test has 20 questions like this.
How the test works
20 minutes, 20 questions
One question per screen, with a progress bar and a countdown. Your progress is saved on this device if you need to pause.
Graded on our server
Answers reach the page only after you submit, so the certificate can only be earned by passing.
Every answer explained
Pass or not, you see every question with the right answer, why, and the source behind it. Pass mark 70%, distinction 90%.
Your certificate
Founder-signed, with a QR code and credential ID. Download PDF or PNG, add to LinkedIn, and it's emailed to you.
What you earn

Pass, then add it to LinkedIn in one click
No typing. The Add to LinkedIn button opens your profile’s Licenses & certifications form already filled in: the certificate name, Science of Apps as the issuer, the issue date, your credential ID and a link recruiters can use to verify it.
- 1Take the 20-minute test
- 2Score 70% or more
- 3Click Add to LinkedIn

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Frequently asked questions
What is the AI for Engineers Certification?
The AI for Engineers Certification is a free intermediate-level, 20-minute skill test from Science of Apps. It tests AI for engineers — using LLMs and copilots for calculations, code and documentation, AI-assisted design and generative design, simulation surrogates, predictive maintenance and inspection, verification of AI outputs against engineering standards, functional safety and professional responsibility — written to NIST AI RMF, IEC 61508, ISO 26262 and engineering practice guidance for 2026 and 2027. Score 70% or more on its 20 questions to earn a verifiable AI for Engineers certificate (SOA-AE). Every question is based on published standards and research — including AI Risk Management Framework (NIST), Manufacturing Extension Partnership (NIST), Materials science and engineering (NIST) — and each answer is explained with its source.
What is the best free AI for Engineers certification in 2027?
Science of Apps offers a free AI for Engineers Certification, written for 2026 and 2027. It tests AI tools in daily engineering work, ai-assisted design and simulation, AI in operations, maintenance and inspection and safety, ethics and professional responsibility with 20 original scenario questions in all, each naming its published source; you get an instant score and a verifiable certificate with a credential ID you can add to LinkedIn.
How do I take the AI for Engineers Certification for free?
Read the four skill areas on this page, then take the 20-minute test online — no fee, course or sign-up. You see every answer explained when you finish. Score 70% or more and you get a AI for Engineers certificate straight away, on screen, as a PDF and by email, with a credential ID anyone can verify.
Are the AI for Engineers Certification questions based on real standards?
Yes. The questions are original scenarios written by Science of Apps, and each one is based on a public source you can read: AI Risk Management Framework (NIST); Manufacturing Extension Partnership (NIST); Materials science and engineering (NIST); Artificial Intelligence Risk Management Framework: Generative AI Profile (NIST AI 600-1) (NIST); Metrics and scoring: quantifying the quality of predictions (scikit-learn); ISO 26262 Road vehicles — Functional safety (ISO). The source is shown under each question and linked in the answer review. Science of Apps doesn't copy questions from other tests.
What does the AI for Engineers Certification cover?
Four skill areas with five questions each, drawn from a bank of 10 per area so a retake brings new questions: AI Tools in Daily Engineering Work (LLM assistants, Code and scripting and Documentation); AI-Assisted Design and Simulation (Generative design, Surrogate models and Optimisation); AI in Operations, Maintenance and Inspection (Predictive maintenance, Inspection and quality and Data foundations); Safety, Ethics and Professional Responsibility (Functional safety, Professional duty and Risk management). Every question is an original scenario written to the 2026–2027 standard, with the published source named under it.
Who should take the AI for Engineers Certification?
Mechanical, civil or electrical engineer, Engineering manager, Design or simulation engineer, Reliability or maintenance engineer and Engineering student. It suits students at leading universities, career switchers and experienced professionals who want quick, verifiable proof of AI for Engineers knowledge in 2026 and 2027.
Why take the AI for Engineers Certification in 2027?
CS and AI students at MIT, Stanford, CMU, Berkeley, IITs, Tsinghua and ETH are hired on depth beyond tool use: model internals, systems and hardware. Passing earns a founder-signed Science of Apps certificate with a credential ID and QR code that recruiters can verify.
Can engineers use ChatGPT for engineering calculations?
Engineers can use LLMs to draft approaches or explain methods, but LLMs can make arithmetic, unit and code-reference errors. Every calculation must be independently checked, ideally with verified software or hand calculations, and the licensed engineer remains responsible.
What is generative design?
Generative design uses optimisation algorithms, sometimes combined with AI, to explore many design options that meet specified loads, constraints and manufacturing methods. Engineers set the goals and constraints and must verify the chosen design with analysis and testing.
Can I take the AI for Engineers Certification from any country?
Yes. The test is online, in English and free everywhere — people take it from India, the US, the UK, Europe, Africa, Latin America and Asia-Pacific. Your certificate is dated with your own local date and can be verified from anywhere at scienceofapps.com/certification/verify/.
How long is the AI for Engineers Certification?
20 questions — 5 from each of 4 skill areas — with a 20-minute limit. You need 70% (14 of 20) to pass and 90% for distinction.
How hard is the AI for Engineers Certification?
We rate it Intermediate: assumes hands-on experience in the role. It has 20 scenario questions — 5 from each of 4 skill areas — and a 20-minute limit. You need 70% (14 of 20) to pass and 90% for distinction.
How much do Science of Apps certifications cost?
Nothing. There is no fee to take a test, to receive the certificate, to have it emailed or to verify it, and no sign-up.
How are the tests graded?
On our server, not in your browser. The answers never reach the page until you submit, so a certificate can only be earned by passing. Each certificate gets a unique credential ID stored by Science of Apps.
What happens if I don't pass?
You see your score for each area and every question with the correct answer and why, with the published source behind it. You can retake after 30 minutes, and the retake draws questions you haven't seen yet.
Do the certificates expire?
No. Every certificate is dated, so it always shows when you passed. Retake a test any time for a newer date or a higher score.
Can I add the certificate to LinkedIn?
Yes. After you pass, Add to LinkedIn opens the Licenses & certifications form with the certificate name, Science of Apps as the issuer, the issue date, your credential ID and the verification link filled in. You can also download it as a PDF or PNG, and it's emailed to you as a PDF.
How can an employer verify my certificate?
Every certificate has a credential ID and a QR code. Scanning it, or entering the ID at scienceofapps.com/certification/verify/, shows the holder's name, the certification, the score and the issue date from our records.
Are these accredited qualifications?
No. They are Science of Apps' own assessments of applied skill. They aren't issued by a university or standards body, and they work best alongside a portfolio that shows the skills in real work.
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