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The Business Leader's AI Transformation Roadmap: 10 Practical Steps.

Writer: Derek Mair
Derek Mair
7 days ago
3 min read

Updated: 5 days ago

AI transformation is a leadership challenge first, a technology challenge second.


Drawing on my experience as an engineer, engineering manager and COO, I explore why businesses risk repeating the mistakes made with Lean Manufacturing by treating AI as a technology initiative rather than embedding it into their culture.


In this article, I share 10 practical steps to help business owners, CEOs and General Managers lead AI transformation, engage their people, identify opportunities and build a more productive, scalable and valuable business.

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๐‹๐ž๐š๐๐ž๐ซ๐ฌ๐ก๐ข๐ฉ, ๐ฉ๐ž๐จ๐ฉ๐ฅ๐ž ๐š๐ง๐ ๐ ๐จ๐ฏ๐ž๐ซ๐ง๐š๐ง๐œ๐ž


๐Ÿ. ๐‹๐ž๐š๐ ๐ญ๐ก๐ž ๐ฃ๐จ๐ฎ๐ซ๐ง๐ž๐ฒ ๐ฒ๐จ๐ฎ๐ซ๐ฌ๐ž๐ฅ๐Ÿ.

You don't need to become an AI expert. But you do need to understand its potential, establish a clear vision and take ownership of the transformation.


AI is a strategic leadership responsibility, not simply an IT responsibility.

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๐Ÿ. ๐„๐ง๐ ๐š๐ ๐ž ๐ฒ๐จ๐ฎ๐ซ ๐œ๐ฎ๐ฅ๐ญ๐ฎ๐ซ๐ž. ๐„๐ง๐ž๐ซ๐ ๐ข๐ฌ๐ž ๐ฒ๐จ๐ฎ๐ซ ๐ฉ๐ž๐จ๐ฉ๐ฅ๐ž.

Develop your managers into better people leaders who build trust, encourage curiosity and help people embrace change.


Create the conditions where people feel safe to experiment, challenge existing ways of working and contribute ideas.


Psychological safety and accountability must go hand in hand.

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๐Ÿ‘. ๐ƒ๐จ๐ง'๐ญ ๐ฎ๐ง๐๐ž๐ซ๐ž๐ฌ๐ญ๐ข๐ฆ๐š๐ญ๐ž ๐œ๐ฒ๐›๐ž๐ซ๐ฌ๐ž๐œ๐ฎ๐ซ๐ข๐ญ๐ฒ ๐š๐ง๐ ๐ ๐จ๐ฏ๐ž๐ซ๐ง๐š๐ง๐œ๐ž.

Develop a clear AI policy and ensure consistency between what you expect, what you permit and what actually happens.


Consider a secure, managed AI environment using platforms such as Microsoft Azure or AWS, with appropriate tenant isolation, access controls and data protection.


Set clear guardrails around how AI is used, what information can be shared and where human oversight is required.


And teach your people how to prompt effectively and use AI responsibly.

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๐…๐ข๐ง๐๐ข๐ง๐  ๐š๐ง๐ ๐œ๐ซ๐ž๐š๐ญ๐ข๐ง๐  ๐ฏ๐š๐ฅ๐ฎ๐ž

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๐Ÿ’. ๐†๐ž๐ญย ๐ฒ๐จ๐ฎ๐ซ ๐ญ๐ž๐š๐ฆ ๐ข๐ง๐ฏ๐จ๐ฅ๐ฏ๐ž๐ ๐ข๐ง ๐ข๐๐ž๐ง๐ญ๐ข๐Ÿ๐ฒ๐ข๐ง๐  ๐จ๐ฉ๐ฉ๐จ๐ซ๐ญ๐ฎ๐ง๐ข๐ญ๐ข๐ž๐ฌ.

Your people know where the real frustrations are.


Ask them:

What's slowing you down?

Where are we duplicating effort?

What prevents you from doing your best work?

What would you change if you had the opportunity?


Involve your people in identifying the opportunities rather than simply imposing technology on them.

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๐Ÿ“. ๐Œ๐š๐ฉย ๐ฒ๐จ๐ฎ๐ซ ๐ฏ๐š๐ฅ๐ฎ๐ž ๐ฌ๐ญ๐ซ๐ž๐š๐ฆ.

Understand how value flows through your business, from customer enquiry to delivery and payment.


Make the work visible.


Identify unnecessary steps, handoffs, delays and activities that don't add value.


You can't meaningfully improve what you don't fully understand.

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๐Ÿ”. ๐’๐ญ๐š๐ซ๐ญ ๐ฌ๐ฆ๐š๐ฅ๐ฅ. ๐…๐จ๐œ๐ฎ๐ฌ ๐จ๐ง ๐ญ๐ก๐ž ๐›๐จ๐ญ๐ญ๐ฅ๐ž๐ง๐ž๐œ๐ค๐ฌ.

Look for the constraints that restrict performance or consume valuable time.


This is often where AI can make a meaningful difference.


Choose one opportunity, work with your team to test it and demonstrate the value before investing in a wider rollout.

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๐Ÿ•. ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ๐ข๐ฌ๐ž ๐›๐ž๐Ÿ๐จ๐ซ๐ž ๐ฒ๐จ๐ฎ ๐š๐ฎ๐ญ๐จ๐ฆ๐š๐ญ๐ž.

Simplify, standardise and improve your processes first.


Automating a broken process doesn't fix it.


It simply allows you to repeat the problem faster.

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๐๐ฎ๐ข๐ฅ๐๐ข๐ง๐  ๐œ๐š๐ฉ๐š๐›๐ข๐ฅ๐ข๐ญ๐ฒ ๐š๐ง๐ ๐ฌ๐œ๐š๐ฅ๐ข๐ง๐  ๐ฌ๐ฎ๐œ๐œ๐ž๐ฌ๐ฌ

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๐Ÿ–. ๐๐ฎ๐ข๐ฅ๐ ๐€๐ˆ ๐œ๐š๐ฉ๐š๐›๐ข๐ฅ๐ข๐ญ๐ฒ ๐ญ๐ก๐ซ๐จ๐ฎ๐ ๐ก๐จ๐ฎ๐ญ ๐ฒ๐จ๐ฎ๐ซ ๐›๐ฎ๐ฌ๐ข๐ง๐ž๐ฌ๐ฌ.

Give your people the skills, confidence and practical experience to work effectively with AI.


Encourage experimentation, share successes and create opportunities for teams to learn from one another.


AI adoption should become part of everyday working, not an isolated initiative.

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๐Ÿ—. ๐Œ๐ž๐š๐ฌ๐ฎ๐ซ๐ž ๐ญ๐ก๐ž ๐ฏ๐š๐ฅ๐ฎ๐ž, ๐ง๐จ๐ญ ๐ฃ๐ฎ๐ฌ๐ญ ๐ญ๐ก๐ž ๐š๐œ๐ญ๐ข๐ฏ๐ข๐ญ๐ฒ.

Don't measure success simply by how many people are using AI.


Measure what actually improves.


Productivity. Quality. Customer experience. Capacity. Margins. Cash flow.


Are you creating more value for your customers, your people and your business?

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๐Ÿ๐ŸŽ. ๐’๐œ๐š๐ฅ๐ž ๐ฐ๐ก๐š๐ญ ๐ฐ๐จ๐ซ๐ค๐ฌ.

Turn successful experiments into repeatable systems.


Establish clear ownership, management rhythms and continuous improvement.


Build on your successes and progressively embed AI into how your business operates.


If you'd like help developing an AI transformation roadmap for your own business, let's have a conversation.

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