AI Is Not the Risk. Your Decisions Are: Governing Multilingual AI at Scale
- Presentation
- Content Strategy & Information Architecture
- 11. November
- 10:00 AM (CET) - 10:45 AM (CET)
- C6.2
-
Petra Angeli
- Acolad
Contents
Most enterprises have already deployed AI across content and localization workflows. Few have answered the harder question: when AI-generated content fails, who is accountable?
This session moves past AI adoption debates to examine what governance of multilingual AI actually requires in practice. Through documented enterprise examples, we explore where quality ownership breaks down in automated pipelines, how responsibility is distributed — or lost — across marketing, localization, legal, and product teams, and what operational failures look like when governance is absent.
Attendees will leave with a practical framework for assigning ownership across functions, defining quality thresholds in AI-driven content workflows, and building control points that balance speed, cost, and risk without stalling operations. This is not a session about which AI tools to choose. It is about the organizational decisions that determine whether AI scales safely or generates compounding risk.
Takeaways
AI doesn't create content risk — ungoverned decisions do. Learn to assign ownership, define quality, and build control points before your multilingual AI pipeline scales beyond control.
Prior knowledge
Attendees should have hands-on experience with AI tools in content or localization workflows — either as practitioners managing those workflows or as decision-makers overseeing them. The session assumes familiarity with the basics of AI-assisted content production. It is not suitable for attendees who are still evaluating whether to adopt AI; it is designed for those already in production who need to govern what they've built.