Question 1

How is AI changing education?

Accepted Answer

_What AI does for and to students, teachers, and curricula._

> AI agents will transform every industry — and one industry I know well is education. So, how will AI agents change how we teach and learn? To explore this question, I created the Lutz-Clone, an AI version of myself designed to teach my online certificate about AI with eCornell.

— [AI In Education — Up-level Your Teaching With AI By Cloning Yourself](https://www.forbes.com/sites/lutzfinger/2025/03/31/ai-in-educationup-level-your-teaching-with-ai-by-cloning-yourself/) · _Forbes_

> it's a tool that enhances human capabilities. AI is good news, especially for knowledge workers, because it is expanding opportunities rather than eliminating them.

— [Is AI Replacing Us — Good News For Knowledge Workers](https://www.forbes.com/sites/lutzfinger/2025/01/22/is-ai-replacing-us-good-news-for-knowledge-workers/) · _Forbes_

Question 2

How will AI change jobs?

Accepted Answer

_Disruption, enablement, and the skills that matter._

> The winners were Cursor, an integrated coding environments, and engineering teams that adapted Cursor quickly. Going forward, AI will change all workflows: CRM interfaces, shop websites, logistics, finance, image creation and more. In short: AI will change how work is done.What AI won't change is our core business goals. We still need operations, logistics, and finance.

— [Good News For Consultants. Google CEO: No Company Is Immune To AI](https://www.forbes.com/sites/lutzfinger/2025/11/18/good-news-for-consultants-google-ceo-no-company-is-immune-to-ai/) · _Forbes_

> AI replacing us?" That's one of the most common questions I hear from my students. If AI automates repetitive tasks, doesn't that mean fewer jobs? Business consulting firms often push this narrative, but they're missing the bigger picture. I "replaced" myself with an AI clone as a teacher.

— [Is AI Replacing Us — Good News For Knowledge Workers](https://www.forbes.com/sites/lutzfinger/2025/01/22/is-ai-replacing-us-good-news-for-knowledge-workers/) · _Forbes_

Question 3

Should AI be regulated?

Accepted Answer

_Lutz's view on AI regulation._

> But regulation doesn't happen in a vacuum. The EU has regulated that gender should not be used in AI models — even though this may lead to less effective risk distribution and higher overall costs. As a society, we may be willing to pay that price, but what if other societies are not? Data is the lifeblood of AI.

— [Emmanuel Macron On AI: We Are Regulating Ourselves Out Of The Market](https://www.forbes.com/sites/lutzfinger/2024/10/22/emmanuel-macron-is-right-about-ai-over-regulatingi-have-no-doubt/) · _Forbes_

> To regulate AI, we need to understand that AI isn't a character from a movie. AI is a tool made to help us, and regulations should focus on how we choose to use it — not on the technology or the model. I analyze any AI product by: 1. control, 2. data, and 3. transparency. Control AI.

— [Biden's AI Plan And Why Central Control Might Not Work](https://www.forbes.com/sites/lutzfinger/2024/10/26/bidens-ai-plan--why-central-control-might-not-work/) · _Forbes_

Question 4

What does 'AI as an operating model' mean?

Accepted Answer

_Why the winners redesign work around AI rather than just adopting tools._

> AI — it's who controls the data and who builds products that businesses and people actually use.

— [Stargate: The $500 Billion Message To China — The Future Of AI Regulation](https://www.forbes.com/sites/lutzfinger/2025/01/22/stargate-the-500b-message-to-china---the-future-of-ai-regulation/) · _Forbes_

> But workflows are brittle. One new prompt, one model update, and the whole chain quietly breaks. I watch this every time I get students [coding agents in my Cornell workshops](https://ecornell.cornell.edu/courses/artificial-intelligence/building-enterprise-ready-ai-agents-from-prototypes-to-production/). It is easy to start and just as easy to break.

— [The Missing Moat In AI: Your Eval Data](https://www.forbes.com/sites/lutzfinger/2026/05/26/the-missing-moat-in-ai-your-eval-data/) · _Forbes_

Question 5

What is the competitive advantage of LLMs for business?

Accepted Answer

_How enterprises can build durable AI advantage._

> AI-driven businesses have a combination of either a model moat, a data moat, or the brand moat. The new LLMs, like OpenAI's model, can give an advantage in all areas, but it is by no means a given. Since OpenAI launched ChatGPT, large language models have entered the fantasies of founders worldwide. Every day about a dozen new startups announce their AI-enabled feature.

— [What Is The Competitive Advantage Of LLMs Like ChatGPT For Your Business? Three Takeaways.](https://www.forbes.com/sites/lutzfinger/2023/04/04/what-is-the-competitive-advantage-of-llms-like-chatgpt-for-your-business-three-takeaways/) · _Forbes_

> OpenAI's demise are exaggerated, but they point to a potential problem that Large Language Models (LLMs) do not have a business moat. But the company understands what it needs to do. Here is its playbook: (1) Invest in a better User Experience focused on LLMs; (2) Create a feedback loop that improves their LLMs over time; (3) Integrate into many workflows to improve utilization; (4) Enterprise (private) data is king — allow BYOD (bring…

— [How OpenAI Can Secure Its Investments - A Playbook That Needs Microsoft](https://www.forbes.com/sites/lutzfinger/2023/08/18/the-potential-moat-of-openaihow-openai-can-secure-its-investments/) · _Forbes_

Question 6

What mistakes do brands make in AI-driven e-commerce?

Accepted Answer

_Common pitfalls and how to avoid them._

> And underneath it all, brands risk losing their narrative to an intermediary that now owns the customer touchpoint. Having spent years building fine-tuned AI models for online retail, I keep watching e-commerce executives respond to all of this by making the same three mistakes. Each one is avoidable, and each one is expensive.

— [Three Mistakes Brands Make In The Age Of AI-Driven E-Commerce](https://www.forbes.com/sites/lutzfinger/2026/05/23/three-mistakes-brands-make-in-the-age-of-ai-driven-e-commerce/) · _Forbes_

> AI is not bolting features onto the old store, it is rebuilding the store around the shopper. Every layer is collapsing into the one thing brands actually own, their shopper-behavior data and the fine-tuned AI it makes possible. Three shifts, and the mistake brands keep making in each: 1. **GEO:** brands flood the web with slop. 2. **The end of the website:** brands bolt on chatbots. 3. **Better search:** brands override the rankings…

— [The State Of E-Commerce: Every Layer Of Discovery Changed At Once](https://www.linkedin.com/pulse/state-e-commerce-finetuned-ai-every-brand-lutz-finger-gs5bf/) · _linkedin_

Question 7

Why are AI workflows the real moat?

Accepted Answer

_How redesigning work around AI beats model upgrades._

> SaaS can build the new AI-driven workflows on top of its user data and customer surfaces. But workflows are brittle. One new prompt, one model update, and the whole chain quietly breaks. I watch this every time I get students [coding agents in my Cornell workshops](https://ecornell.cornell.edu/courses/artificial-intelligence/building-enterprise-ready-ai-agents-from-prototypes-to-production/).

— [The Missing Moat In AI: Your Eval Data](https://www.forbes.com/sites/lutzfinger/2026/05/26/the-missing-moat-in-ai-your-eval-data/) · _Forbes_

> The winners were Cursor, an integrated coding environments, and engineering teams that adapted Cursor quickly. Going forward, AI will change all workflows: CRM interfaces, shop websites, logistics, finance, image creation and more. In short: AI will change how work is done.What AI won't change is our core business goals. We still need operations, logistics, and finance.

— [Good News For Consultants. Google CEO: No Company Is Immune To AI](https://www.forbes.com/sites/lutzfinger/2025/11/18/good-news-for-consultants-google-ceo-no-company-is-immune-to-ai/) · _Forbes_

Question 8

Why does 'good enough' beat perfect for AI products?

Accepted Answer

_Shipping iteratively vs chasing perfection._

> The core problem is that AI, by design, is average. It's spectacular at pattern recognition and synthesis, but it produces the most statistically likely output — not the most surprising, not the most brave, not the most emotionally resonant. ### What Made Steve Jobs Leadership Special Let's look at Apple in the iPod era.

— [AI Cuts Creative Teams: What Companies Must Learn About AI Leadership](https://www.forbes.com/sites/lutzfinger/2026/02/13/ai-cuts-creative-teams-what-companies-must-learn-about-ai-leadership/) · _Forbes_

> We don't see an AGI moment. We humans are still needed, and that is good news. As I say in my eCornell certificate on Designing and Building AI Solutions, AI is a tool — not more, not less. It's an impressive tool, but it won't replace the need for thinking and human judgment.

— [AI Fail — Trump Says 'Merz' —YouTube Transcribes 'Merkel'](https://www.forbes.com/sites/lutzfinger/2025/08/18/ai-fail---chancellor-merz-is-not-chancellor-merkel/) · _Forbes_

Q&A, Leadership