
Industrial AI Podcast
The Industrial AI Podcast reports weekly on the latest developments in AI and machine learning for the engineering, robotics, automotive, process and automation industries. It features interviews with industrial users, scientists, vendors, and startups in the field. Hosted by Peter Seeberg, an Industrial AI consultant, and Robert Weber, a tech journalist, the podcast aims to demystify Industrial AI and machine learning and inspire industrial users.
Episodes

Calling America - Jakub Tomczak reports
In this episode, we dig into the recent Anthropic ban and what it signals for the global AI landscape. I connect with Jakob Tomczak to get an insider’s perspective from Silicon Valley and explore how this move impacts European companies, innovation, and the future of AI ecosystems.
We also share firsthand impressions of the latest LLMs, debate whether true AI revolutions are on the horizon, and d

Autonomous Data Science!?
In this episode, we dive deep into the world of autonomous AI for data science with Doudou BA, CEO and founder of Octopus. I explore how Octopus is transforming raw data into actionable business decisions using advanced time series foundation models and agentic AI. We discuss the unique reasoning capabilities of Octopus, its intuitive approach for non-technical users, and how it stands apart from

How a chemical engineer built an agentic manufacturing troubleshooting assistant
In this episode, I sit down with Scott Duncan, a chemical engineer who built an agentic manufacturing troubleshooting assistant – without any coding background. We dive into the real-world challenges of process manufacturing and how AI is transforming the way plant issues are solved. Scott shares his journey from hands-on troubleshooting to leveraging large language models, knowledge graphs, and r

AI-Engineering Workflows
We just returned from three inspiring days at AI in the Alps, and in this episode, we dive into the most exciting breakthroughs and honest challenges facing industrial AI today. I share my firsthand impressions of revolutionary tools like TiRex-2, and we unpack what agentic AI really means for engineering, from breaking down data silos to transforming anomaly detection. Alongside Stefan Suwelack f

TiRex-2 - a multivariate time series foundation model
In this episode, I sit down with Levente Zolyomi, a leading PhD researcher at NXAI, to unpack the next evolution in time series AI: TiRex-2. We explore how TiRex-2 builds on its predecessor by handling complex multivariate data and streaming scenarios, opening new frontiers for industrial forecasting. Levente shares the story behind TiRex-2’s architecture, its breakthrough capabilities, and what s

From Sales to Spare Parts - Festo´s AI solutions
In this episode, we dive deep into how AI is revolutionizing the entire industrial customer journey. We explore how large language models and digital twins are reshaping everything from initial customer inquiries to spare parts management and predictive maintenance. I’m joined by Jan Seyler and Werner Reichelt from Festo, who share firsthand insights on integrating AI with engineering tools, orche

Industrial AI: From Pilot to Profit
Our guest is Boris Scharinger from Siemens. He wrote an interesting book "Industrial AI: From Pilot to Profit" and in this episode, we sit down with him. He is a leading voice in industrial AI and we uncover what it really takes to move from flashy AI pilots to solutions that deliver real value on the shop floor and in product engineering. We dig into the challenges of bridging proof-of-concept an

AI for the Glass Industry
In this episode, I sit down with Georg Katzlinger to explore the surprising complexity of the flat glass industry and the unique challenges it faces. We dive into how AI solutions are revolutionizing the way custom glass orders are processed, from deciphering handwritten requests to integrating with legacy ERP systems. Georg shares his journey from engineering to AI entrepreneurship, revealing why

NVIDIA´s Safety Initiative / The unique Volkswagen-Siemens joint venture
In this episode, we dive deep into the promise and pitfalls of industrial AI with hands-on experts from a unique Volkswagen-Siemens joint venture. We challenge the hype around humanoid robots, discuss the practical impact of AI on factory design and operations, and uncover what truly drives value on the shop floor. Our guests share candid insights on scaling AI solutions, the role of synthetic dat

Governed Autonomy: Why Edge AI Needs Guardrails
In this episode, I sit down with Steven Yates, CTO and co-founder of Federant, to dive deep into the urgent need for runtime governance in edge AI. Drawing on decades of experience in embedded systems and PLC design, Steven reveals why the shift to the edge demands more than just powerful inference—it requires robust, local authority to keep operations safe when connectivity falters. We unpack rea

Mistral acquires NXAI spin-off Emmi AI / API Calls
In this episode, we dive deep into the evolving landscape of industrial AI, exploring why simply offering an API is no longer enough for true business value. We reconnect with leading minds behind recent billion-euro deals and discuss the journey from foundational models to real-world industrial impact. Our conversation with Davy Demeyer spotlights the creativity gap in industry, the challenges of

Exclusive News Delay
It's Thursday morning and I know you're expecting a fresh episode, but today brings a twist—I have exclusive news that can't go live just yet. We're delaying our usual release by one day to bring you something truly special and timely. In the meantime, I invite you to consider joining us at this year's top AI events or reaching out for more information. Thank you for your patience and understandin

The CAD AI Hype!?
We have a new podcast partner - please welcome NXAI!
In this episode, I dive deep into the evolving world of AI-driven CAD and CAM with Dr. Christian Heining. We unpack why generative AI is capturing the attention of industrial designers and whether the latest integrations—like Anthropic’s connector for Autodesk Fusion—are truly game-changing or just another step on a long journey.
Dr. Heining

HM26: Whitelabeled AI and the hope for the API
In this episode, we dive straight into the heart of the industrial AI landscape – beyond flashy headlines and Instagram-worthy trade shows. We tackle the uncomfortable truths behind 'white label' solutions, the real value (or lack thereof) in APIs, and why simply following the hype won't cut it for true innovation. We share our candid impressions from Hannover Messe, exploring the tension between

Causal AI on the shopfloor
In this episode, I sit down with Bernard, co-founder of Ethon AI, to explore the seismic shift happening as machines move from simply reacting to truly understanding their own processes. We dive into how knowledge graphs, causal AI, and computer vision are transforming manufacturing—from chocolate factories in Switzerland to global giants like Siemens and Bosch.
We discuss the real impact of conn

Data, Memory, Gyms and Models - NEURA's strategy
In this episode, we dig deep into the evolving landscape of industrial AI, from April Fool’s pranks to real advances in robotics and automation. We break down how the line between hype and reality is blurring, and why it’s more challenging than ever to separate fact from fiction in the age of agentic AI.
We welcome Jonas Messner from NEURA Robotics to unpack how their 'robot gym' is collecting r

The End of Data Leakage
In this episode, we dive deep into the challenges facing time series AI model leaderboards, from hidden information leakage to the complexities of benchmarking foundation models. I sit down with Marcel Meyer to unpack why traditional approaches fall short and how our new TS Arena leaderboard is setting a new standard for fair, future-proof evaluation.
We explore the pitfalls that plague current b

Autonomous CNC programming!?
In this episode, we dive into the cutting edge of industrial AI, from the latest advancements in large language model distillation to the transformative power of AI agents in manufacturing. I sit down with Tanmay Aggarwal, CEO of Lambda Function, for a deep conversation about autonomous CNC programming, real-time shop floor integration, and why memory and causal inference matter for the next wave

Can AI Agents Really Run the Factory?
In this episode, I sit down with Tobias, a robotics and automation expert, to unpack what AI agents and generative AI mean for the future of industrial automation. We explore how combining human expertise with advanced agents can optimize production cycles, break down technological silos, and open new possibilities for greenfield automation projects. From hands-on case studies to the hurdles of le

Unlocking Industrial Knowledge with AI Agents
In this episode, we dive into the real-world impact of AI-powered knowledge platforms for industry. We sit down with Jakub from Zeta Alpha to uncover how companies like Festo are leveraging advanced search, RAG, and agentic AI to unlock decades of expertise buried in documents and data silos. We share practical examples, discuss integration challenges, and debate the future of specialized versus g

Calling America - World Models Are Back
In this episode, we dive into the resurgence of world models in AI and explore why the industry is revisiting neurosymbolic approaches. We challenge the dominance of data-centric models and discuss how combining symbolic knowledge with machine learning could unlock new breakthroughs. Our conversation highlights Europe's unique strengths and potential as a leader in this evolving landscape. We also

Why do we need a digital cousin for AI and Robotics?
In this episode, we dive into the evolving world of industrial AI, exploring everything from CNC innovation in Tel Aviv to the surprising rise of digital cousins over traditional digital twins. We unpack how startups and established players alike are reimagining automation, robotics, and the very nature of intelligent agents on the factory floor. Along the way, we discuss the parallels between LLM

Cracking the Code: Scaling AI at Audi
In this episode, I sit down with Andre Sagodi, a manufacturing and innovation expert at Audi, to explore how artificial intelligence is transforming the car production process.
We dive into Audi’s journey from piloting AI-based crack detection in sheet metal parts to scaling these solutions across multiple global sites. Andre shares practical insights on overcoming challenges like data consisten

Agents, Molecules & the SaaS-mageddon
In this episode, we dive into the seismic shifts happening in industrial AI, from the so-called 'SaaS-mageddon' disrupting established software models to the rise of AI-powered agents that promise to redefine productivity. We share first-hand insights on how large language models and open-source projects are reshaping the landscape, and what this means for the future of industry solutions.
We the

What means Industrial Grade AI for Bosch?
In this episode, I sit down with Norbert Jung, CEO of Bosch Connected Industry, to explore the evolving landscape of manufacturing co-intelligence. We dive into how AI agents and data are reshaping factories, why human expertise remains irreplaceable, and what 'industrial grade' really means in this new era. Norbert shares practical examples from Bosch's own production lines, debunks common myths,

Bridging the gap between factory data and agents
In this episode, we journey from weather woes in Franconia straight into the heart of Amsterdam’s AI innovation, exploring what happens when robotics, world models, and agentic AI collide. We share our firsthand impressions from deep-dive research sessions at Lab42, where startups and researchers are joining forces to push industrial AI forward. You'll hear my conversation with John Harrington of

AI module that sits between the sensor and host
In this episode, I dive deep into the future of industrial AI with Andreas de Jonge, exploring how inline AI is reshaping real-world manufacturing. We discuss why tailored, ultra-efficient AI models can outperform bulky, generic solutions—especially in Europe’s highly specialized industries. Andreas shares how his company’s EdgeBrain device brings intelligence directly to the data stream, enabling

After the cucumbers AI - a robot for industrial applications
In this episode, we dive into the evolution of AI robotics, exploring how lessons from cucumber-picking robots are now revolutionizing industrial inspection. We sit down with Wouter from VBTI to unpack the journey from complex greenhouse challenges to the development of Adam One—an inspection robot that doesn’t just automate, but truly understands the task at hand.
We reflect on the unique techni

Gartner Analysts: OpsMate - "the cool vendor" ; but why?
In this episode, Peter sits down with James Zhang, co-founder and CPO of OpsMate AI, to explore the game-changing role of AI agents in factory operations. We discuss why traditional human-centric manufacturing models are hitting their limits and how a hybrid workforce—combining humans, robots, and digital agents—can address the skilled labor shortage and boost productivity.
James shares firsthand

The Race for a Billion
In this episode, we dive into the ambitious European initiative offering up to one billion euros to fuel the next wave of AI innovation. I sit down with Johannes Otterbach, the so-called "billion euro man," to discuss how SPRIND is bridging the gap between research and industry, and what it really takes to launch a world-class AI lab in Europe. We explore the challenges of scaling, the importance

From Charity to Taxpayer: Redefining Annotation
In this episode, we dive into the world of responsible data annotation with Andreas Schachl, co-founder of Responsible Annotation Services. We explore how neurodivergent individuals—especially those on the autism spectrum—are bringing unparalleled focus and precision to the task of data labeling, raising the bar for AI model training quality. Andreas shares the origins of their company, the unique

When Cables Meet AI: Reinventing Robot Reliability
In this episode, Robert sit down with Nick Tebeau from BizLink to explore how AI and machine learning are revolutionizing something as fundamental as cable management in industrial robotics. We dive into why predictive maintenance matters, how edge devices can deliver real-time insights, and what it takes to keep production lines running smoothly without ever touching the robot controller.
You'

Why Robots Need an Ear: The Sound of Industry
In this episode, we dive into why sound is the next big leap for AI in industry. I share insights from recent events, including the SPS exhibition and Europe's AI scene, and discuss why edge AI is outpacing the cloud on the shop floor. Then, I sit down with Dr. Finnur Pind from Treble Technologies to explore how synthetic sound data is powering smarter machines—from voice recognition in cars to gi

Numerical Machine Learning: Where Physics Meets AI
In this episode, I sit down once again with Professor Oliver Niggemann to unravel the world of numerical machine learning—where traditional engineering meets cutting-edge AI. We explore real-world projects from diagnosing the International Space Station to designing safer bridges, smarter batteries, and even optimizing biodiversity. Oliver breaks down how fusing symbolic knowledge and neural netwo

Physics and Causality in Robotics
In this episode, we dig deep into the evolving landscape of industrial AI, from billion-dollar cloud partnerships in Europe to the fierce debate over digital sovereignty. We break down what sets 'sovereign by contract' apart from 'sovereign by origin,' and why this matters for companies navigating global AI strategies.
We’re joined by Professor Stratis Gavves from the University of Amsterdam to

MathWorks and the evolution of AI in engineering
In this episode, I sit down with Richard Rovner, Vice President of Marketing at MathWorks, to explore the fascinating evolution of AI in engineering. We trace the technology’s journey from its early days in the 1980s, through transformative milestones like deep learning and code generation, all the way to today's AI-driven design tools and copilots.
Richard shares insider perspectives on how AI i

No GenAI without a Data Science Team
In this episode, we dive deep into the real-world state of AI adoption across industries, unpacking the findings of a major new survey with Gabriel Krummenacher. We explore which AI use cases actually move the needle—hint: operational efficiency tops the list—and why simply chasing the latest GenAI trends won't deliver results without a solid data science foundation.
You'll hear our honest takes

The "Schalker Jung" at Gemini
In this episode, I sit down with Schunk CTO Timo Gessmann and Google DeepMind’s Phillip Lippe to explore how AI is transforming the world of robotics and industrial automation. We kick things off with Timo, who shares his vision for merging mechanical expertise with AI, the challenges of attracting top talent, and why Europe needs its own world-class robotics models.
Then, I’m joined by Phillip

AI in the Forest 2: From Annotation to Automation
We spent time in the Black Forest, where innovation met inspiration at our latest industrial AI gathering. In this episode, we share stories—from empowering autistic talent in data annotation to the technical leaps in foundation models for time series. You’ll hear from leading minds like Jakub Tomczak, who flew in from San Francisco to challenge what’s possible in generative AI, and explore how th

AI and spot welding inspection: Reinventing Quality Control
In this episode, I dive into the fascinating world of non-destructive material testing with Christian Wagner from Vogt Ultrasonics and Jan Koutnik from Evoptima. Together, we explore how AI is revolutionizing spot weld inspection in the automotive industry, making quality control smarter and more precise than ever before.
We discuss the challenges of processing massive ultrasonic datasets, adapti

The Welding World Model
In this episode, we dive into the realities behind industrial AI adoption—both the successes and the setbacks. We share candid conversations with engineers frustrated by unreliable AI and explore why real-world robustness remains the central challenge. Then, I sit down with Andy from Path Robotics, who reveals how their AI-driven welding robots are redefining adaptability and reliability on the sh

The OPC UA MCP Server
In this episode, I sit down with Armin Hadzalic to tackle the burning question: will the Model Context Protocol (MCP) truly transform industrial AI? We dive deep into how MCP connects large language models and agents to real-world data, what makes it different from protocols like OPC UA and MQTT, and why the biggest players in tech are rallying behind it. Armin shares practical examples, addresses

From parades to protocols and AI literacy
In this episode, we dive into the evolving landscape of industrial AI, starting with a lively Oktoberfest recap before shifting gears to the latest breakthroughs in physics-informed neural networks and user interfaces. We discuss the real-world impact of Europe's AI Act, featuring insights from industry leaders and an in-depth interview with Sampo Leino of MinnaLearn on building AI literacy for en

Industrial AI Hardware: "CUDA was the last 15 years"
In this episode, I sit down with Jens Stapelfeldt, Global AI Lead at AMD's University Program, to explore how AMD is challenging the status quo in AI hardware. We dive into the evolution from proprietary ecosystems to AMD's open, enterprise-ready platforms, discussing what this means for industrial AI applications and decision makers. Jens shares insights on AMD’s broad AI portfolio, from GPUs to

The AI Race for new Materials
In this episode, we dive into the rapidly evolving world of AI-driven material discovery with Victor Schmidt, tracing his journey from research at Mila in Montreal to launching a cutting-edge startup in Paris, Entalpic. We explore how generative models and graph neural networks are reshaping the way we discover new materials, with a focus on environmental impact and sustainable industry. I discuss

AI Agents in Engineering
Peter Seeberg talks to Ram Seetharaman, Head of AI & Product Manager at Synera about Building your first digital engineer.

The future of CAD - an Indian Perspective
Pravin Waghmare is the CEO of Prescient from Pune. Magnus from Sandvik gave us the tip to talk to him about AI and CAD.

The sleeping giant awakens - Industrial AI education in India
What is happening in the field of industrial AI in India? An entire generation of young people is striving to enter this new field. We wanted to know: What does the training look like?

How Audi uses LSTM in resistance spot welding
With the help of artificial intelligence, Audi analyzes around 1.5 million weld points on 300 vehicles per shift at its Neckarsulm site. By way of comparison, employees in production previously monitored the quality of the processes involved in resistance spot welding (WPS) manually on a random basis using ultrasound, checking just over 5,000 weld spots per vehicle. Thanks to the use of AI, employ

Accenture's approach to GenAI in engineering
Peter Seeberg spoke with Vlad Larichev Industrial AI Lead at Accenture about Agents, LLMs and AI for Engineering Tasks.

How to schedule the shopfloor with AI
Rico Knapper is the CEO of Pailot and loves PCBs shopfloors. Why? Because his AI based solution outperforms other approaches. We met him at Siemens.

300 episodes Industrial AI
We celebrate... with WinCC, Agents and a special guets

Richard Socher: LLMs might be the CPU
Richard Socher is our guest. We discuss with the German wunderkind the role of LLMs in business and how architectures are changing. We met Richard Socher at the AI with Purpose Summit hosted by Siemens.

Process Industry: PlantGPT from India
Peter Seeberg talked to Praveen Kapse. He is the Vice President - Corporate Strategy & Data Analytics Head of Tridiagonal Solutions in Pune, India.

MAN Dataset for Trucks
In this episode of the Industrial AI Podcast we talk about MAN TruckScenes: the world's first freely available sensor and driving data for autonomous trucks. In the newspart Peter and Robert discuss their plans and their news.

xLSTM-based time series model TiRex - why is it leading the leaderboards?
In the interview with Peter Seeberg, Sepp Hochreiter explains how he did it, what state tracking is, how he came up with the devices and what the next steps are.

How does an Airbus data scientist keep up to date?
In this episode, Robert Weber talks to Tom Zehle from Airbus. He explains how he stays up to date, how he analyzes papers, and what he wants from research. The Industrial AI Podcast reports weekly on the latest developments in AI and Machine Learning for the engineering, robotics, automotive, process and automation industries. The podcast features industrial users, scientists, vendors and startups

Time Series Data Quality
Peter Seeberg talks to Thomas Dhollander, Co-founder & CPO at Timeseer.AI about Trusted IIoT Data as the Key to Proactive Operations.

MathWorks Safe AI, the Pope and Reinforcement Learning
In this episode, we talk to Lucas from MathWorks about their Safe AI Approach and how it can be used to make money, think about the Pope, and introduce our new US correspondent.

Multi-Agent Generative Systems (MAGS) for transforming industrial processes
MAGS harness the creative potential of generative models while enabling intelligent agents to collaborate, adapt, and solve complex problems in real time. This new synergy elevates AI systems beyond traditional automation, pushing them into the realm of autonomous problem-solving, creative thinking, and adaptive decision-making. The development of MAGS marks a significant shift in the way organiz

Do we need a "LexLeCun" or how to deal with US talents?
We need to talk about talents – AI talents. We lack them in companies (really?), but also in universities, and, "Now that Trump is in power in America, it is easy to poach them and bring them to Europe," according to some politicians. The idea is not far-fetched, but Trump bashing alone will not attract anyone to Europe. Europe first has to do its homework.

Industrial Communication: MCP and A2A for the shopfloor?
Many of you still remember the fieldbus wars, then peace came and we solved industrial communication with TSN and many other technologies. But now the agents are coming. What are they – “just” a new layer?

Productivity Mining
In the Newspart we talk about Hannover Messe, Agents, MCP and a lot more. Robert talked to Miroslaw Bartecki from Kyp.ai about Data, Supply Chains and AI, EPR-Systems and Agents and a lot more.

Humanoid Robotics: Game Changer or Hype?
We needed to discuss the topic because AI plays a crucial role in it and the guys from Fraunhofer IPA are the experts when it comes to robotics in Europe.

3D Files and an AI Agent
We're starting to feel like we're a CNC podcast. Two weeks ago, Sandvik was a guest, today Limitless CNC. The industry is highly innovative when it comes to industrial AI.

GTC and Mr. Industrial AI
Peter Seeberg talks to Prof. Dr. Jay Lee not only about the past and the special features of industrial AI, but also looks to the future with him.

Sandvik: CNC AI Agents
We have already had an episode with the Sandvik CTO, but this time we go into detail. We talk about agents and how Sandvik uses them, what is needed for them and what they can ultimately do.

Physics-informed AI to handle polishing, spraying, inspection...
The system enables companies to generate precise, process-specific motion trajectories that optimize production parameters and enhance adaptability, efficiency and user-friendliness. No wonder the Canadian company won the prestigious ROBOTICS AWARD 2025 by Hannover Messe.

Turing Award: The beast is back - the revival of Reinforcement Learning in the industrial sector
DeepSeek has impressed many and reinforcement learning is getting new attention. However, it was never gone, but is now celebrating a revival. Jan Kountik is one of the most prominent AI experts in the field. We talk to him. We talk to Jan Koutnik about prejudices, approaches and new ideas in reinforcement learning and why new ideas are needed.

TabPFN - What are Prior Labs' plans?
Frank Hutter and his team were recently able to secure nine million euros. They are now embarking on timeseries and their first industrial projects. What are the Freiburg-based company's plans?

Reasoning for Drones and World Robotics Models
Andrii Zadaianchuk's CV is impressive: ETH Zurich, Max Planck and University of Amsterdam. We spoke to the exceptional researcher from the Netherlands. It's all about industrial AI and world robotics models.

Max Welling´s CuspAI
We wanted to know who Cusp AI's customers are, what the platform looks like and how it brings together AI and domain knowledge. And Max explains what his product looks like in the end.

DeepSeek and Beyond Safety
Prof. Dr. Günter Klambauer explains Deepseek and evaluates the new model for us. Prof. Dr. Daniel Leidner from DLR, Anders Billesø Beck from Universal Robots and Dr. Karsten Roscher from Fraunhofer IKS discuss robotics, AI and safety with us.

AutoML: Did we promise ourselves too much?
We repeatedly see individual companies rolling out AutoML as a product, but the technology has not yet fulfilled the great promise of empowering domain experts. Why?

Decoding Industrial Chaos
An exploration into the intersection of artificial intelligence and manufacturing, where complex challenges meet innovative solutions. Expect insights that go beyond buzzwords to the heart of what drives efficiency and transformation in the manufacturing sector.

AI Agents Unleashed: Redefining Industrial Automation?
Together, we explore the evolution of agent technology, its practical use cases, and the profound impact it may have on industrial workflows. This is a thought-provoking discussion about the intersection of AI, industry, and the human-first design approach that drives innovation forward.

Dr. Niels Syassen: Sick´s AI Strategy
The episode was recorded on the fringes of the Beyond Safety Forum at the beginning of December. Safety experts and AI thought leaders discussed the interplay between the two disciplines on site. Conclusion: It won't be easy.

NeurIPS 24: Faster than Flash Attention
At the end of the year, Sepp Hochreiter looks back on the NeurIPS. We talk about the most interesting episodes and what may come next.

Symphony AI on the shopfloor
From grounded AI models to explainable AI and overcoming data silos, the conversation dives into the nuts and bolts of creating domain-specific AI solutions. Balancing people, processes, and technology, this episode sheds light on the challenges and opportunities in leveraging AI for manufacturing reliability, maintenance, and optimization.

OEE and LLaMA
Our guest is Joern Steinbeck and we discuss his GenAI approach with LLaMA. Joern explains in the podcast how he uses the LLM for OEE optimisation and what he has learned.
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