YouTube's Safety Features Lost in Translation
Across all 83 supported languages, safety panels were unevenly distributed: English had full coverage while many languages, including European ones, lacked basic safety features.
Executive summary
AI-generatedThis summary was generated by AI from the original report to make it easier to scan and cite. It is not a substitute for the source — read the original above.
AI Forensics used Playwright-based automated scrapers to test YouTube's information-panel safety features across all 83 languages the platform supports, running 12 conspiracy-related search queries covering topics such as COVID-19, climate change, and QAnon, and checking for four categories of context panels: news funding disclosures, fact-checker labels, health authority information, and licensed medical professional credentials.
The analysis found stark disparities: English was the only language receiving full coverage across the 16 safety panels tested, while French, German, and Spanish had most features but lacked fact-checker labels, and many African and Southeast Asian languages had little to no coverage at all. Inconsistency also appeared within the EU's single market — funding labels for outlets like Euronews appeared in some member states but not in others, such as Denmark, Greece, Finland, Norway, or Portugal.
The report concludes this produces a two-tiered system in which access to misinformation-mitigation tools depends on language, raising concerns about equal treatment under EU digital rules, and it points to an accompanying monitoring dashboard built to track the gaps over time.
Think this summary is wrong? Contact us.