Worldview

The same weights, in a different language.

No web search and no system prompt; only the language of the question changes. Whatever moves is the model answering the same question differently depending on the language it is asked in.

June 2026 · 6 models · 4.4K answersMethodology

Who moves most

Each model's largest shift from English, across the six languages.

English vs the world

Grok's position in English and in another language, on the same field. The arrow is the shift.

AuthoritarianLibertarianLeftRightEnglishFrançais (French)
Where it moves most
Stronger border enforcementΔ −0.78
OpposeSupport
A wealth tax over $50MΔ +0.75
OpposeSupport
Methodology

The country lens re-anchors the same global model centroids to each country's party field (Chapel Hill Expert Survey, lrecon × galtan, derived) and shades its population (World Values Survey Wave 7, modelled normal, derived summary statistics only). The language shift (Condition B) re-asks the hot questions in seven languages with no web search. The Border Test (Condition D) turns web search on and asks contested-territory questions from six vantage locations, capturing both the answer and the citation set.

Political bias in AI·Data as of Jun 17, 2026CC BY 4.0
Political bias in AI