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Scaling ROI with Generative AI

6 min readMar 5, 2025

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AI isn’t just a technological breakthrough anymore. It’s an economic one. While AI has long promised transformation, recent advancements in generative AI have delivered results that are nothing short of staggering. Businesses optimize and automate processes and slash costs by 99%, sometimes in days.

Let’s dive into why generative AI reshapes industries and how companies can leverage it for growth.

Lessons from 400+ Companies

Technology alone isn’t enough. I’ve worked with 400+ companies on AI projects. What are the biggest challenges?

They’re rarely about the models or the infrastructure. They’re about people, processes, culture, execution, and strategy.

Technology alone won’t drive AI adoption culture, strategy, and execution will.

The following isn’t a fixed set of rules, it’s more like a collection of patterns and observations. Let’s discuss this in the comments.

Prioritize Feasibility Over Value for the First AI Project

Start with high-feasibility projects. Those that have available data, proven technology, and low risks. These provide quick wins and…

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Data Science Collective
Data Science Collective

Published in Data Science Collective

Advice, insights, and ideas from the Medium data science community

Sascha Heyer
Sascha Heyer

Written by Sascha Heyer

Hi, I am Sascha, Senior Machine Learning Engineer at @DoiT. Support me by becoming a Medium member 🙏 bit.ly/sascha-support

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