> Markdown version of [/events/world-congress-2024/sessions/167-big-business-big](https://www.wearedevelopers.com/events/world-congress-2024/sessions/167-big-business-big). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Big Business, Big Barriers? Stress-Testing AI Initiatives. - **Date:** Thursday, Jul 18, 2024 - **Time:** 14:50–15:20 (30 min) - **Room:** STAGE 11 (700) - **Event:** World Congress 2024 ## Recording [Watch recording](https://www.wearedevelopers.com/videos/1022-big-business-big-barriers-stress-testing-ai-initiatives) ## Description In this case study, I will take you through the implementation project of an AI-driven optimisation tool in the production chain of a large international tire manufacturer. I was part of a team made up of IT strategy and global AI executives. Together we worked through a variety of challenges that can arise in a multinational corporate environment. The starting point was a lack of clear strategic direction and a culture of experimentation. One of the biggest obstacles was the lack of a data strategy, coupled with the reluctance of senior management and different parts of the organisation to provide the necessary data. In this talk, I will discuss why a team of data scientists and machine learning engineers alone is not enough. I will highlight the various organisational barriers that can arise and how they can be overcome. The talk will also highlight the importance of a structured organisation and a comprehensive strategic approach to AI. ## Speaker ### [Marin Niehues](https://www.wearedevelopers.com/@marin-niehues) Consultant for Organisational & Product Development @Niehues Consulting ## Related talks at this congress - [Bringing AI Everywhere](https://www.wearedevelopers.com/events/world-congress-2024/sessions/149-bringing-ai) — Stephan Gillich - [Striving for simplicity in Data & ML](https://www.wearedevelopers.com/events/world-congress-2024/sessions/380-striving-for) — Matthias Niehoff - [Bringing the power of AI to your application.](https://www.wearedevelopers.com/events/world-congress-2024/sessions/234-bringing-the-power) — Krzysztof Cieślak - [The Art of Engineering Data-Driven Insights: From AI & MLOps Infrastructure to Software Development](https://www.wearedevelopers.com/events/world-congress-2024/sessions/287-the-art-of) — Danilo Sawatzki, Jannis Eickenroth, Joschua Sünneke, Matthias Kordt, Sebastian Klenke