Instant results + tailored report + personalised insights
Are you confident your organisation can adopt AI without exposing itself to compliance risk?
Take the Free Assessment. Answer 20 questions and get report direct to inbox in 5 minutes.
The Four Dimensions of AI Readiness
AI Strategy & Vision
Clarity of purpose, leadership buy-in, and integration of AI into your business strategy for safety-critical operations.
Governance & Data Control
Strength of policies, traceability, auditability, and assurance of AI systems in line with industry regulations and safety cases.
Data Readiness
Quality, classification, accessibility, and defensibility of organisational data for safe and compliant AI use.
Team Capability
Depth of technical, safety, and compliance skills across your teams to manage and deploy AI responsibly.
Build Your AI assessment landing section showing all four dimension cards in report preview plus next steps
AI Readiness Assessment
Benchmark your organisation before you commit to anything
Generative AI promises real efficiency gains in documentation, analysis, and quality checks. But in safety-critical environments, unchecked adoption creates serious exposure - shadow AI use, failed audits, and governance gaps that are difficult to close after the fact.
The AI Readiness Assessment benchmarks your organisation across four dimensions: AI Strategy & Vision, Governance & Data Control, Data Readiness and Team Capability.
Instantly see where you are strong, where you are exposed, and what to prioritise first to move from informal pilots to controlled, production-ready AI.
20 questions · 5 minutes · instant results
Informed by 500+ engineers trained via IMechE
The four dimensions
Strategy & Vision
Clarity of purpose, leadership buy-in, and integration of AI into your business strategy for safety-critical operations.
Governance & Data Control
Strength of policies, traceability, auditability, and assurance of AI systems in line with industry regulations and safety cases.
Data Readiness
Quality, classification, accessibility, and defensibility of organisational data for safe and compliant AI use.
Team Capability
Depth of technical, safety, and compliance skills across your teams to manage and deploy AI responsibly.
Structured Adopter
Overall readiness score
Your breakdown
What your full report includes
SampleThis is an example report preview for illustration. Your full report will include deeper analysis for each dimension and priority steps.
AI Readiness Report
Structured Adopter 62/100
Sample preview75%
Strategy
58%
Governance
42%
Data
33%
Team
Strategy & Vision
Advanced · 75%You have clarity on where AI creates value and how to sequence adoption. Use cases are well-defined and leadership understands the roadmap.
Key risk
Strong strategy without disciplined execution leads to stalled pilots.
Recommended Action
Move quickly to a production deployment on your highest-priority use case.
Governance & Data Control
Developing · 58%Governance awareness exists but formal policies and controls are still developing. Individual judgement is filling the gap.
Key risk
Inconsistency creates compliance exposure on procurement.
Recommended Action
Draft a lightweight AI acceptable use policy this month.
Data Readiness
Foundation · 42%Data exists but consistency, accessibility, and documentation are inconsistent across systems. AI systems can be built but reliability will vary.
Key risk
Inconsistent data quality produces inconsistent AI outputs.
Recommended Action
Assess your priority use case dataset for completeness and accessibility.
Team Capability
Foundation · 33%AI literacy is low across the team. Structured training tailored to your engineering context is the highest-priority first step.
Key risk
High dependency on external consultants for everything.
Recommended Action
Engineering-specific training before any tooling investment.
Your 3 priority next steps
Start with structured team training
Build the literacy your team needs to identify, evaluate, and maintain AI systems.
Establish your AI governance framework
Define data boundaries and accountability before any deployment.
Run a focused use case discovery session
Identify high-impact pilots with defined success criteria.
This assessment will help you measure and improve three things:
Whether your AI strategy is realistic for a regulated environment or just boardroom enthusiasm with no execution path
Whether your governance and data controls would survive an audit or leave you exposed to shadow AI and compliance gaps
Whether your team has the capability to actually own and maintain AI systems or whether you'll be permanently dependent on external consultants
If any of these sound familiar, this assessment was built for you:
- You've been asked to develop an AI strategy but aren't sure what "good" looks like in a safety-critical context
- AI tools are already being used informally across your organisation and nobody is sure what data is going where
- You've run a pilot that went quiet after initial enthusiasm and can't work out why
- You need to make a business case to leadership but don't have the evidence to back it up
How It Works
20-Question Diagnostic
Answer 20 questions across four dimensions of AI readiness. In 5 minutes you will have a clear picture of where your organisation stands.
Expert-Designed Questions
Each question is drawn from real experience in rail, manufacturing, and aerospace—not generic AI advice repackaged for engineers.
Your AI Readiness Score
Receive an overall readiness score and a detailed breakdown across AI Strategy, Governance, Data Readiness, and Team Capability.
Actionable Report
See exactly where your organisation is strong, where you are exposed, and the specific next steps to move to production-ready AI.
Why take the assessment
Ali Parandeh is a Chartered Engineer, O'Reilly published author and AI specialist who has delivered structured AI training to 500+ engineers across the UK and Europe through the Institution of Mechanical Engineers.
This assessment is built on the same framework he's used in bespoke engagements with engineering organisations in rail, manufacturing, and aerospace.
Ali Parandeh, CEng
Founder of Build Your AI & O'Reilly Author
Trusted by leaders at European Space Agency, HS2, and Network Rail and certified by:
Free Bonus
Complete the assessment and receive a free report on Why AI Adoption Stalls in Engineering Organisations. Discover how the blockers to AI adoption in engineering have shifted and the one constraint most organisations overlook entirely.
Delivered instantly to your inbox.
Take the Safety-Critical
AI Readiness Assessment
Free, fast, and tailored for engineering, safety, quality, compliance, and innovation leaders. Get instant insights and a roadmap to safe AI adoption.