Measured data
AWS Certified AI Practitioner
We scored 65 real AWS Certified AI Practitioner exam questions 1-10 on question complexity and broke the result down by exam domain.
- 65 questions scored
- 5 domains
- 2.0/10 overall complexity
Complexity by exam domain
Higher scores mean more demanding question formats. The exam score is computed over the whole bank, not averaged across domains.
- AI and ML Services on AWS15 questions · complexity 2.2/10 · Gentle
33% multi-select · 7% scenario · 33% interactive
- Data Preparation for ML8 questions · complexity 2.0/10 · Gentle
38% multi-select · 0% scenario · 25% interactive
- Deployment and Operations13 questions · complexity 1.8/10 · Gentle
31% multi-select · 0% scenario · 31% interactive
- Fundamentals of AI and ML13 questions · complexity 1.8/10 · Gentle
31% multi-select · 0% scenario · 31% interactive
- ML Model Development16 questions · complexity 1.9/10 · Gentle
31% multi-select · 0% scenario · 31% interactive
Full per-domain breakdown
Blueprint weight, bank size and question format mix for every domain of the exam.
| Domain | Blueprint | Questions | Single | Multi | Interactive | Complexity |
|---|---|---|---|---|---|---|
| AI and ML Services on AWS | 24% | 15 | 5 | 5 | 5 | 2.2/10Gentle |
| Data Preparation for ML | 12% | 8 | 3 | 3 | 2 | 2.0/10Gentle |
| Deployment and Operations | 20% | 13 | 5 | 4 | 4 | 1.8/10Gentle |
| Fundamentals of AI and ML | 20% | 13 | 5 | 4 | 4 | 1.8/10Gentle |
| ML Model Development | 24% | 16 | 6 | 5 | 5 | 1.9/10Gentle |
How the score is calculated
The formula is fixed and public, so anyone can reproduce these numbers from the same bank.
Every question in the AWS Certified AI Practitioner bank is measured on four signals that can be read directly from the database. Each signal is expressed as a share of the questions in the domain, and the four shares are combined with fixed weights:
- Multi-select questions (40% weight). Items with more than one correct answer. The candidate has to find all of them, which is the single hardest format in the bank.
- Scenario questions (30% weight). Questions longer than 150 characters, which describe a situation instead of a definition and therefore test reasoning rather than recall.
- Interactive questions (20% weight). Items that require reading code or a configuration snippet.
- Deep explanations (10% weight). Questions whose explanation runs past 300 characters, which signals a concept with real nuance behind it.
The combined share is multiplied by ten to produce a 1-10 score. The exam-level score is computed over the whole bank rather than averaged across domains, so a small domain cannot distort the total. Figures on this page are recomputed from the live bank on every crawl.
Data set: Certilum AWS Certified AI Practitioner Foundation question bank, 65 questions, 5 domains. Published by CERTILUM. This is Certilum’s own measurement of its own question bank and is not an official Amazon Web Services statistic.
- Questions analysed
- 65
- Exam domains
- 5
- Hardest domain
- AI and ML Services on AWS (2.2)
- Most approachable domain
- Deployment and Operations (1.8)
- Question mix
- 24 single · 21 multi · 20 interactive
- Measured on
- Foundation
Frequently asked questions
What our AWS Certified AI Practitioner complexity numbers mean and how they are produced.