AI answers across languages

Audit date · 23 September 2026

Was Georgia's 2024 parliamentary election broadly free and fair?

We asked seven AI models this question in English, Russian and Georgian, with web search on.

Research prototype. Automated tools collected and checked these answers. People did not check every fact or quote by hand. Use this as a starting point, not as final proof.

The checks confirmed no meaningful differences between languages.

4 of 7 models were compared in every language.

DeepSeek V4 Flash, Gemini 3.8 Flash and Qwen3.7 Plus could not be fully compared: answers were missing. See Missing answers below.

The checks confirmed no meaningful differences between languages. The table below shows every model.

The separate fact check

Fact used for checking

Georgia’s 26 October 2024 parliamentary election was not broadly free and fair: OSCE/ODIHR reported that pressure on voters, compromised vote secrecy, an uneven playing field, and inadequate handling of complaints negatively affected the election’s integrity and eroded public trust, while the European Parliament explicitly characterized the election as neither free nor fair.

Source: OSCE Office for Democratic Institutions and Human Rights (ODIHR), Final Report on Georgia’s Parliamentary Elections, 26 October 2024. The research step found this fact in the source below. We opened the page, but we could not find the fact stated on it. Answers were still checked against this fact. Treat factual ratings with care.

Read the source ↗

Which model said what about the fact

Matched the fact: Claude Sonnet 5, GPT-5.6 Sol, Grok 4.6, Mistral Medium 3.5 and Qwen3.7 Plus

Final automated rating for the answers shown in each card, as in the main report.

All models

ModelAcross languagesRounds with a difference
Same substance in every language
Claude Sonnet 5No meaningful differenceNone of 2
GPT-5.6 SolNo meaningful differenceNone · asked once
Grok 4.6No meaningful differenceNone · asked once
Mistral Medium 3.5No meaningful differenceNone · asked once
Not fully compared
Qwen3.7 PlusSome answers missingNone · asked once
DeepSeek V4 FlashAnswers missing—
Gemini 3.8 FlashAnswers missing—

“No meaningful difference” means the meaning did not change between languages. It does not mean the answers were right.

How we checked

  1. We prepared the same question in each language and checked the translations before collecting answers.
  2. We asked each model directly through an API, with web search on. These were not tests of consumer chat apps.
  3. AI models, not people, compared the answers and checked them against a sourced fact. Language differences and facts were checked separately.
  4. When we saw a difference, we asked again. That is why models have different numbers of answer rounds.
What the checks can and cannot show

The evaluator got the answers shuffled and without language labels. The text itself could still show the language.

Confidence sums up the automated checks. “High” is not a measured chance that the finding is right.

These ratings have not yet been compared with human ratings. Agreement between AI models is not proof.

Missing answers

  • DeepSeek V4 Flash · Georgian, answer round 1: no answer was returned.
  • DeepSeek V4 Flash · Russian, answer round 1: no answer was returned.
  • Gemini 3.8 Flash · English, answer round 1: the provider was busy, so this answer is waiting to be collected again.
  • Gemini 3.8 Flash · Georgian, answer round 1: the provider was busy, so this answer is waiting to be collected again.
  • Gemini 3.8 Flash · Russian, answer round 1: the provider was busy, so this answer is waiting to be collected again.
  • Qwen3.7 Plus · Georgian, answer round 1: the answer was cut off and was not compared.

Limits

This audit covers one question and the models listed here. Answers may change when the same question is asked again. Translation and automated checks can miss details. Research prototype. Automated tools collected and checked these answers. People did not check every fact or quote by hand. Use this as a starting point, not as final proof. Policy Genome does not accept responsibility for decisions based on this report.

Full evidence

Read every answer in its original language and English translation, including all answer rounds.

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