So, what if the biggest risk in your AI project wasn’t the technology, but the fact that it might be illegal without you even knowing it?

We often treat artificial intelligence as magic, but when these systems hit the complexity of actual reality, unchecked AI can quickly become a massive, expensive liability. Today on InnovEU, we sit down with Dr. Gemma Galdon-Clavell, founder and CEO of Ethicas.ai and one of Europe’s leading voices on algorithmic accountability and AI auditing. She pulls algorithmic auditing out of abstract philosophical debates and places it squarely at the center of your innovation strategy.

In the current era of Platform Capitalism, ethical compliance is not a bureaucratic “brake” on progress; it is a strict survival requirement. Through the lens of Transition Science, Gemma explains that true European Digital Sovereignty won’t be achieved by burning billions to copy American or Chinese foundation models. Instead, our strategic advantage lies in dominating the “manufacturing layer”—taking raw AI commodities and adding the safety, auditing, and contextual guardrails that make them reliable and legally deployable.

In this episode, you’ll discover:

* Why 98% of enterprise AI pilots fail when “raw innovation” meets real-world constraints, and how technical auditing prevents massive capital waste.

* The reality of Algorithmic Liability and why failing to proactively engineer for social safety will directly tank your project’s chances in Horizon Europe evaluations.

* The crucial difference between performative “paper ethics” and technical compliance: why relying on a lawyer at the end of a project is a costly mistake, and how the Ethicas method uses engineers to stress-test systems from Day 1.

* How to transform the EU AI Act from a perceived threat into a competitive advantage for your startup or consortium by building the trust and reliability that markets and enterprises actually demand.

▶️ Watch or Listen to the Full Episode

Watch the full episode:

* On Substack: https://fernandocgaspar.substack.com/podcast

* On YouTube (video): https://youtube.com/playlist?list=PLhPsYe80-Wq1bOuVZmZGso_Kr3W8biIpx&si=2fr5iVhGLEwo2F3j

* On Spotify:

* On Apple Podcasts:

📘 My new book

If you want to go deeper into economic transitions - green, digital, war economy, new globalization and housing - this episode is based on my new book:

👉 Transition Science In The Economy 🔗 https://a.co/d/c7RoOA4

It’s the full framework behind the AWTY Index and the five transitions. If you enjoy the episode, you’ll love the book.

🧰 My Digital Tools for EU Projects

Want to increase your EU funding success rate? These two tools will save you time and give you an edge:

📘 SmartProposal AI Your AI co-pilot for improving EU proposals line by line using evaluator criteria. Saves hours. Improves clarity. Boosts funding chances. 🔗 https://rpb.li/YAm2E

📗 Build Winning Consortia GPT A practical tool to map, assess and strengthen partnerships so you build consortia that win - not just apply. 🔗 https://payhip.com/b/vEPZd

These tools are used by project managers, researchers, universities and SMEs across Europe.

💬 Let’s grow this community together

If you enjoyed the episode:

* 👍 Like the podcast on your favourite platform

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* 🔗 Share it with colleagues working on EU-funded projects and innovation

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And if you’d like to be featured in the podcast, send me a private message and let’s schedule it.

Because Europe’s transitions are already shaping our future — and your project might be part of the story.

Get full access to Polis Doxa - The Transitions Letter at fernandocgaspar.substack.com/subscribe