Measured data
AI Framework for Transformation (AIFT)
We scored 50 real AI Framework for Transformation (AIFT) exam questions 1-10 on question complexity and broke the result down by exam domain.
- 50 questions scored
- 5 domains
- 2.0/10 overall complexity
certilumComplexity by exam domain
Higher scores mean more demanding question formats. The exam score is computed over the whole bank, not averaged across domains.
- AI Ethics, Trust, and Societal Impact5 questions · complexity 2.0/10 · Gentle
40% multi-select · 0% scenario · 20% interactive
- AI Frameworks and Governance13 questions · complexity 1.8/10 · Gentle
31% multi-select · 0% scenario · 31% interactive
- AI Lifecycle and Operations10 questions · complexity 1.8/10 · Gentle
30% multi-select · 0% scenario · 30% interactive
- AI Strategy and Implementation12 questions · complexity 2.0/10 · Gentle
33% multi-select · 0% scenario · 33% interactive
- Artificial Intelligence and Transformation10 questions · complexity 2.4/10 · Gentle
30% multi-select · 20% scenario · 30% 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 Ethics, Trust, and Societal Impact | 10% | 5 | 2 | 2 | 1 | 2.0/10Gentle |
| AI Frameworks and Governance | 25% | 13 | 5 | 4 | 4 | 1.8/10Gentle |
| AI Lifecycle and Operations | 20% | 10 | 4 | 3 | 3 | 1.8/10Gentle |
| AI Strategy and Implementation | 25% | 12 | 4 | 4 | 4 | 2.0/10Gentle |
| Artificial Intelligence and Transformation | 20% | 10 | 4 | 3 | 3 | 2.4/10Gentle |
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 AI Framework for Transformation (AIFT) 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 AI Framework for Transformation (AIFT) Foundation question bank, 50 questions, 5 domains. Published by CERTILUM. This is Certilum’s own measurement of its own question bank and is not an official APMG International statistic.
- Questions analysed
- 50
- Exam domains
- 5
- Hardest domain
- Artificial Intelligence and Transformation (2.4)
- Most approachable domain
- AI Frameworks and Governance (1.8)
- Question mix
- 19 single · 16 multi · 15 interactive
- Measured on
- Foundation
Frequently asked questions
What our AI Framework for Transformation (AIFT) complexity numbers mean and how they are produced.