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HR Generalist Series
AI Productivity™
Maturity Diagnosis

Measure. Benchmark. Improve.

Save Time

Automate Work

Increase Productivity

Increase Strategic Value

Purpose of The HR Generalist
AI Productivity™ Maturity Framework Diagnosis
(HR Generalist Series)

The HR Generalist AI Productivity Maturity Framework is a proprietary capability assessment model designed to measure how effectively HR Generalists and broad-remit HR Practitioners apply Artificial Intelligence across the full span of the HR function from recruitment and policy writing through to performance management, employee relations, analytics, strategy and communication.


Unlike the specialist role frameworks in this series (which assess depth within a single HR discipline), this framework is deliberately built for breadth. Each of the ten systems represents one entire domain of HR practice, reflecting the reality of the generalist role with a little of everything, rather than deep specialisation in one area.
 

Instead of simply assigning a percentage score, you are placed into one of five clearly defined maturity levels:

  • Level 1: Explorer - Limited AI awareness with minimal workplace application

  • Level 2: Emerging - Beginning to adopt AI for selected HR tasks.

  • Level 3: Practitioner - Regularly using AI across several HR functions.

  • Level 4: Advanced - Integrating AI strategically across most areas of the HR function.

  • Level 5: AI Productivity Leader - Optimising the full HR generalist practice through advanced AI Productivity™ workflows and mentoring others.

This framework makes the assessment a professional maturity model. You do not just receive a score but you also discover where you are today and what you need to do to reach the next level.

Whether you are new to AI or already experimenting with AI tools, this assessment will show you where you are today and provide a clear roadmap for improvement.

✓ Free Diagnosis      

✓ Takes 10 Minutes     

✓ Get a Personalised Detailed Report 

What Does the Free Diagnosis Evaluate and Why?

​This free diagnostic will evaluate your AI productivity maturity across the below listed essential HRM workflows for you to discover where you are weak, what you are missing, how you compare, how much time you are wasting and how you can improve by using AI Productivity Systems™.

 

Across 10 Productivity Systems

  1. Recruitment & Talent Acquisition

  2. Job Descriptions & Role Design

  3. Interview Design & Candidate Assessment

  4. Policy Writing & Compliance

  5. Performance Management

  6. Employee Relations

  7. Training & Development

  8. HR Analytics & Reporting

  9. Strategic HR & Business Partnering

  10. HR Communication System

The framework evaluates maturity across the systems, each representing one full domain of HR practice, giving broad coverage across the HR function. These ten systems represent the complete AI-enabled operating model of the modern HR Generalist, spanning the full breadth of the HR function.

Four Assessment Dimensions

Each system is assessed against four dimensions:

1. AI Awareness: You understand what AI can do and where it can be applied in your role.

  • Question: Do I know what AI can help me achieve?

 

2. AI Adoption: You actively use AI in day-to-day HR generalist work.

  • Question: Am I actually using AI consistently?

 

3. AI Confidence: You are comfortable using AI independently and effectively.

  • Question: Can I confidently use AI without relying on others?

 

4. AI Impact: You achieve measurable improvements across HR outcomes and organisational effectiveness through AI.

  • Question: Is AI delivering real business value in my work?

How Long Does the Diagnosis Take?

  • The free diagnosis takes approximately 10 minutes to complete.

  • You will answer 50 carefully designed questions across 10 productivity systems.

  • Rather than testing your technical knowledge, the diagnosis evaluates your confidence and capability to fully apply AI to real workplace tasks that save time, automate routine work, and increase productivity.

  • We generate and send you your personalised results and recommendations.

What Will I Receive Upon Completing the AI Productivity™ Diagnosis?

Upon completing the assessment, you will receive a report containing:

  1. Your personalised AI Productivity Score

  2. Your AI Productivity Maturity Level 

  3. An AI Productivity Radar showing your strengths and improvement areas 

  4. A customised AI Productivity Roadmap 

  5. Practical recommendations to help you save time, automate work, and increase your strategic value as an HRM professional 

 

Your journey to becoming an AI-enabled HRM professional starts with understanding where you are today. Measure. Benchmark. Improve!

Take the Diagnosis

Diagnosis Instructions

  • For each statement, click in the box “Never,” “Rarely,” “Sometimes,” “Often,” or “Always,” that best describes you.

  • There are no wrong or right answers

  • ​Please answer honestly (rather than how you think you should be).

  • The assessment takes approximately 10 minutes to complete.

  • You will answer 50 carefully designed statements across 10 productivity systems sections.

  • Each section has 5 statements for you to answer.

  • Once done with a section, click on "Continue" to move from one section to the next.

  • Answer all 50 statements and once you are done, click "Submit" to send us  your completed diagnosis.

  • Complete the below details first, so that we can email you your report.

HR Gen - Take Assessment
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Tel: +27 83 682 3630

Address: Pinnacle Park, Tropic Bird Lane, Wilgeheuwel, Johannesburg, South Africa

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