LLM Application Development Certification
Tests LLM application development — prompt and context design, structured outputs and tool calling, retrieval-augmented generation, agents and orchestration, evaluation, and production concerns such as security, latency, cost and observability. Pass to earn LLM Application Development SOA-LAD.
- Advanced difficulty.Assumes years in the role or deep specialist knowledge.
- 25 scenario questions
- 25 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 LLM Application Development Certification?
The LLM Application Development Certification is a free advanced-level, 25-minute skill test from Science of Apps. It tests LLM application development — prompt and context design, structured outputs and tool calling, retrieval-augmented generation, agents and orchestration, evaluation, and production concerns such as security, latency, cost and observability. Score 70% or more on its 25 questions to earn a verifiable LLM Application Development certificate (SOA-LAD). Every question is based on published standards and research — including Building effective agents (Anthropic), Prompt engineering overview (Anthropic), OWASP Top 10 for LLM Applications (OWASP) — and each answer is explained with its source.
Built for your job title
AI engineer, LLM application developer, Full-stack developer, Machine learning engineer and Solutions architect — and anyone who wants quick, verifiable proof of LLM Application Development skills for a CV or LinkedIn.
- AI engineer
- LLM application developer
- Full-stack developer
- Machine learning engineer
- Solutions architect
What the test covers
Five skill areas with 5 questions each, drawn from a bank of 10 per area, so a retake brings questions you haven't seen.
- 01
Prompt and Context Design
20%- System prompts
- Few-shot examples
- Context window management
- 02
Structured Output and Tool Calling
20%- JSON schemas
- Function calling
- Validation and retries
- 03
Retrieval-Augmented Generation
20%- Chunking and embeddings
- Retrieval and reranking
- Grounding and citations
- 04
Agents and Orchestration
20%- Agent loops
- Workflows versus agents
- Multi-step reliability
- 05
Evaluation, Security and Production
20%- LLM evaluation
- Prompt injection defence
- Cost, latency and observability
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:
- Building effective agentsAnthropic14 questions
- Prompt engineering overviewAnthropic7 questions
- OWASP Top 10 for LLM ApplicationsOWASP7 questions
- What is retrieval-augmented generation?IBM4 questions
- Prompt engineering guideOpenAI3 questions
- Evals guideOpenAI3 questions
- Sentence Transformers documentationSBERT2 questions
- Prompt Engineering GuideDAIR.AI1 question
- Model Context Protocol introductionAnthropic / MCP1 question
- Prompt injection attacks against GPT-3Simon Willison1 question
- People + AI Guidebook: Explainability + TrustGoogle PAIR1 question
- Metrics and scoring: quantifying the quality of predictionsscikit-learn1 question
- Faiss wikiMeta AI Research1 question
- Define success criteria and build evaluationsAnthropic1 question
- vLLM documentationvLLM project1 question
- What is FinOps?FinOps Foundation1 question
- Semantic conventions for generative AIOpenTelemetry1 question
Try a sample question
The most reliable way to get machine-readable output from an LLM is to
- parse whatever text comes back with regular expressions
- ask politely for JSON at the end of the prompt
- use structured outputs or tool calling with a JSON schema
- raise the temperature so the model tries harder
Show the answer
C. use structured outputs or tool calling with a JSON schema — Schema-constrained output is far more dependable than free-text parsing. The real test has 25 questions like this.
How the test works
25 minutes, 25 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 25-minute test
- 2Score 70% or more
- 3Click Add to LinkedIn

LLM Application Development
Science of Apps
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Frequently asked questions
What is the LLM Application Development Certification?
The LLM Application Development Certification is a free advanced-level, 25-minute skill test from Science of Apps. It tests LLM application development — prompt and context design, structured outputs and tool calling, retrieval-augmented generation, agents and orchestration, evaluation, and production concerns such as security, latency, cost and observability. Score 70% or more on its 25 questions to earn a verifiable LLM Application Development certificate (SOA-LAD). Every question is based on published standards and research — including Building effective agents (Anthropic), Prompt engineering overview (Anthropic), OWASP Top 10 for LLM Applications (OWASP) — and each answer is explained with its source.
How do I take the LLM Application Development Certification for free?
Read the five skill areas on this page, then take the 25-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 LLM Application Development certificate straight away, on screen, as a PDF and by email, with a credential ID anyone can verify.
Are the LLM Application Development 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: Building effective agents (Anthropic); Prompt engineering overview (Anthropic); OWASP Top 10 for LLM Applications (OWASP); What is retrieval-augmented generation? (IBM); Prompt engineering guide (OpenAI); Evals guide (OpenAI). 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 LLM Application Development Certification cover?
Five skill areas with five questions each, drawn from a bank of 10 per area so a retake brings new questions: Prompt and Context Design (System prompts, Few-shot examples and Context window management); Structured Output and Tool Calling (JSON schemas, Function calling and Validation and retries); Retrieval-Augmented Generation (Chunking and embeddings, Retrieval and reranking and Grounding and citations); Agents and Orchestration (Agent loops, Workflows versus agents and Multi-step reliability); Evaluation, Security and Production (LLM evaluation, Prompt injection defence and Cost, latency and observability). Every question is an original scenario based on a published standard, official documentation or research, named under the question.
Who should take the LLM Application Development Certification?
AI engineer, LLM application developer, Full-stack developer, Machine learning engineer and Solutions architect. It suits anyone who wants a quick, verifiable way to show LLM Application Development skills, from students and career switchers to experienced professionals.
Can I use this for generative AI developer certification, LLM engineer interview questions or AI engineer certification?
Yes. The LLM Application Development Certification is free and covers all of these: 25 scenario questions in 25 minutes, each answer explained with the source it comes from, so it works as interview and exam practice. It isn't a full course, so use the areas you miss as your study list. Scoring 70% or more earns a verifiable certificate.
Can I take the LLM Application Development 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 LLM Application Development Certification?
25 questions — 5 from each of 5 skill areas — with a 25-minute limit. You need 70% (18 of 25) to pass and 90% for distinction.
How hard is the LLM Application Development Certification?
We rate it Advanced: assumes years in the role or deep specialist knowledge. It has 25 scenario questions — 5 from each of 5 skill areas — and a 25-minute limit. You need 70% (18 of 25) 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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