Readiness check | The Cambridge Labs

Are you ready for AI?

Before you build your AI intern, take a moment to understand what makes you and your team truly ready for this next leap. AI readiness begins with clarity; knowing the skills, systems, and mindsets that will help you lead confidently alongside intelligent tools.

The AI Readiness Check is a 5 minute assessment that offers a quick way to baseline your strengths across 12 key areas. It provides a clear snapshot of your current capabilities and practical next steps to grow them further.

By defining your expertise, you create the foundation for meaningful automation and purposeful collaboration between people and technology. Understanding your readiness helps you unlock AI’s full potential and empowering you to innovate, adapt, and lead with confidence in the age of intelligent systems.

Core AI Competencies

The AI Readiness Check is a one of a kind assessment tool built from over 15 years of experience designing competency frameworks and real-world AI workflows. It measures readiness across 12 critical dimensions that define effective AI product leadership. Each dimension reflects the balance of technical, strategic, and human skills needed to deliver value through AI.

The 12 AI Product Operations Competencies include:

AI/ML Fundamentals – Understanding how machine learning models work and where they add value.
Workflow Design – Integrating AI tools and automation seamlessly into product processes.
Data Fluency – Interpreting and applying insights from AI-generated data.
Technical Communication – Translating between AI developers and business stakeholders.
AI Tool Proficiency – Using the right platforms and tools effectively in daily workflows.
Business Value Translation – Connecting AI capabilities to measurable business outcomes.
Risk Management – Recognising limitations, biases, and governance requirements in AI systems.
Change Management – Leading teams through AI adoption and transformation.
Strategic Integration – Embedding AI into the broader product vision and roadmap.
Performance Measurement – Tracking the impact and success of AI initiatives.
Ethical Leadership – Promoting fairness, transparency, and responsible AI use.
Continuous Learning – Staying current with rapid advances in AI tools and practices.

The tool generates a visual readiness profile, highlights key development areas, and provides actionable steps to build confidence and maturity in leading AI-enabled products and teams.

Why it works

What sets The AI Readiness Check apart from generic ‘AI literacy’ skills matrices, this assessment focuses specifically on the intersection of product management and AI operations.

It's based on real requirements I've identified while building AI product systems and how I’m using GenAI tools in my day-to-day product role.

The framework captures both the strategic thinking and practical skills needed actually to deliver AI product value.

Most importantly, it gives you a baseline before you start ploughing into building your AI intern. You'll know precisely which capabilities to encode into your automated systems and which skills you need to develop personally.

What the AI Readiness Check shows you

The tool generates a comprehensive readiness profile, including:

Visual Radar Chart - See your strengths and gaps at a glance,
Competency Scoring - 1-4 scale across all 12 dimensions,
Readiness Level - Overall assessment (Developing/Proficient/Expert),
Priority Development Areas - Which skills to focus on first,
Specific Action Steps - Immediate next moves for improvement.

The assessment doesn't just give you scores. It positions you within the AI product operations landscape:

Restricted Rebels (25%) - Building skills despite workplace limitations,
Lost Encouragees (30%) - Using AI without strategic direction,
Promotion Hunters (25%) - Proving AI competency for advancement,
Workforce Optimisers (20%) - Leading team AI transformation.

Each segment gets tailored recommendations for its specific context.

How to Use the AI Readiness Check

Step 1: Download the Claude prompt (below):

Download Claude Prompt

Step 2: Go to Claude.ai and attach into a new Claude conversation:

Step 3: Ask Claude to ‘Start’ after the instructions and answer the guided questions (5 minutes):

ps. Please ensure you are on Claude Sonnet 4.5 version for best results

Step 4: One you've completed your assessment, Claude will run the prompt with your input which will result in your detailed readiness profile (just sit back and relax).

Step 5: Get your detailed readiness profile (As shown above) and save!

Step 6: Use the development recommendations to prioritise learning.

BONUS: You can ask Claude additional questions based on your assessment, like, ‘give me a set of resources to help me based on the assessment.’

What's Next?

Your AI Readiness Check offers more than a score, it’s a mirror of your current leadership readiness in an AI-driven world. The results reveal where your strengths lie as a decision-maker and where developing new capabilities can elevate how you lead people, products, and transformation.

Once you know where you stand, you can make informed decisions about:

Which AI product ops tasks to automate first,
What expertise to build into your AI intern product operator,
Which skills to prioritise for your own professional development,
How to position yourself for emerging AI product leadership roles.

The assessment is the foundation. A starting point for intentional growth. The AI intern product operator will be your guide, helping you apply what you’ve learned in practice.

If you’re ready to build on these insights, our bootcamps at The Cambridge Labs provide the frameworks and skills to help you lead with confidence, clarity, and purpose in the age of intelligent systems.