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Financial Services
Procurement & Cost Management
AI with Impact
11.12.2025 | Strategy Paper

AI as a Productivity Booster

The H&Z Playbook for Practical Impact

AI is moving from experimentation to everyday work. This playbook shows how organisations can use AI to deliver real productivity gains, not just pilots or proofs of concept.

AI is moving quickly from experimentation into everyday work. Yet many organisations still struggle to translate pilots into real productivity improvements. This playbook outlines how AI can achieve efficiency across core workflows and what foundations are needed to scale impact. 

The paper outlines the AI capabilities creating value today and the organisational conditions required to move from isolated pilots to sustained performance gains. Sector snapshots from automotive, rail, industrial goods and procurement illustrate how leading organisations are already putting these principles into practice. 

The focus throughout is practical: where to start, which capabilities matter most, and how governance, data readiness and workflow integration accelerate measurable ROI. 

what's inside
  • The four types of AI and where each one delivers measurable efficiency
  • The foundations organisations need to scale AI in day-to-day work
  • A practical pathway to move from early ideas to real adoption
  • Sector snapshots from automotive, rail, financial services, industrial goods and procurement
Cover design with abstract shapes and professional layout representing consulting expertise and innovationCover design with abstract shapes and professional layout representing consulting expertise and innovation

DOWNLOAD THE PLAYBOOK

See where AI delivers impact today and what it takes to scale it.

CONTACT OUR EXPERT

Tilman Bona

Head of AI
Tilman Bona

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