· Flagships Analysis
Intelligence, Performance & Price Analysis
Canonical slug: multilingual · Canonical model registry at build time
Executive Assessment
Compare the multilingual performance, pricing, and speed of leading AI language models. See how top LLMs like Gemini 3.1 Pro Preview, Gemini 3 Pro Preview (high), and Claude Opus 4.6 (max) perform across many languages.
Route complex or high-value tasks here when the extra capability justifies the cost.
Evidence charts
Charts are the same canonical evidence cards previously published for this slug, contained inside the D18D page grammar.
Output tokens per second · Higher is better · Evaluation results measured independently by Artificial Analysis
Chart source and provenance are listed in Methodology & sources below.
Seconds to output 500 tokens, including reasoning model 'thinking' time · Lower is better · Evaluation results measured independently by Artificial Analysis
Chart source and provenance are listed in Methodology & sources below.
Seconds to first answer token received · Accounts for reasoning model 'thinking' time · Evaluation results measured independently by Artificial Analysis
Chart source and provenance are listed in Methodology & sources below.
Price (USD per M Tokens) · Evaluation results measured independently by Artificial Analysis
Chart source and provenance are listed in Methodology & sources below.
Methodology
This page is rendered from the normalized profile and page JSON for Multilingual AI Model Benchmark - Compare Leading LLMs by Language.
Benchmark values are preserved as normalized; only layout, disclosure ordering, and typography are adjusted for readability.