Stubbi
Rankings
Benchmark

Controlled Voice Arena

Compare text-to-speech models through listener preferences using the same cloned voices.

Checked Oct 24, 2026Artificial Analysis

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Coverage

Eight professionally recorded English reference voices and two native-speaker reference voices per additional language. Current methodology covers English and nine other languages.

Methodology

Listeners compare anonymous, randomized clips generated from the same text and cloned reference voice. Screened pairwise preferences produce Bradley-Terry ratings, with separate fits for languages and other subsets and 95% confidence intervals.

People & organizations

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Sources

Controlled Voice Arena methodologyControlled Voice leaderboard