Voice benchmark · Naturalness · Snapshot 19 Oct 2026

Choose the voice, not the model.

We scored 55,556 voices in 11 languages. In 10 of them, the most natural voice comes from a model the leaderboards don’t rank first.

languages where the #1 voice is not from the leaderboard’s #1 model
10 of 11
where the English (US) leaderboard pick’s best voice actually ranks
#92
voices scored, each one on its own
55,556

A model is a library, not a voice.

Model averages bunch together. The voices inside each model spread wide.

Placeholder values. The real spreads land with the data import.

Gemini 3.1 Flash TTSGoogle Cloud · leaderboard pickEleven v4ElevenLabsSonic (preview)CartesiaSonic 3.6Cartesia · has the #1 voiceSonic 3.5CartesiaGemini 3.8 Flash TTSGemini API
Middle 80% of the model’s voicesModel average, what leaderboards rankIts best voiceRange of the averages

Same model, same language. Only the voice changes.

Google Cloud · Gemini 3.1 Flash TTS, the leaderboard pick for English (US). 16 voices scored.

The voice moved the score 19× more than the model did.

Its best voice#92 of 8,414

Puck

4.63naturalness / 5

Its typical voicethe median

Half of its 16 voices score lower

3.95naturalness / 5

0.67
points between two voices of one model
0.04
points between the top two models

The leaderboard pick, and the voice that beats it.

English (US)Leaderboard pickGoogle Cloud · Gemini 3.1 Flash TTSIts best voice ranks#92#1 voiceEvan - Practical GuideCartesia · Sonic 3.6
English (UK)Leaderboard pickCartesia · Sonic (preview)Its best voice ranks#1#1 voiceOliver - Customer ChapCartesia · Sonic (preview)From the leaderboard pick
Spanish (Spain)Leaderboard pickGemini API · Gemini 3.8 Flash TTSIts best voice ranks#215#1 voicePaloma - Clear Presenter WomanCartesia · Sonic (preview)
Spanish (Mexico)Leaderboard pickCartesia · Sonic (preview)Its best voice ranks#3#1 voiceLuis - Relaxed, Calm and PolishedElevenLabs · Multilingual v2
Portuguese (Brazil)Leaderboard pickCartesia · Sonic (preview)Its best voice ranks#3#1 voiceIsabella - Warm StorytellerCartesia · Sonic 3.6
Portuguese (Portugal)Leaderboard pickGemini API · Gemini 3.8 Flash‑Lite TTSIts best voice ranks#20#1 voiceDiogo - Promotion LeadCartesia · Sonic (preview)
FrenchLeaderboard pickCartesia · Sonic (preview)Its best voice ranks#22#1 voiceMaëlysGradium · Gradium TTS
GermanLeaderboard pickGemini API · Gemini 3.8 Flash‑Lite TTSIts best voice ranks#4#1 voiceAlexandre French CanadianElevenLabs · Eleven v3
JapaneseLeaderboard pickCartesia · Sonic (preview)Its best voice ranks#37#1 voiceLana Weiss – Meditation (soft & calm / weich & warm)ElevenLabs · Eleven v4
KoreanLeaderboard pickCartesia · Sonic 3.5Its best voice ranks#7#1 voiceLiam - Viral Short-Form StorytellerElevenLabs · Eleven v4
Chinese (Mandarin)Leaderboard pickCartesia · Sonic (preview)Its best voice ranks#31#1 voiceSerafina - Flirty Sensual TemptressElevenLabs · Eleven v4
The #1 voiceBest voice of the leaderboard pickIts other voicesThe top 10, listed below

The top 10 voices, by language.

Missing a language? .

English (US)

8,414 voices scored · top 10 shown

#1 voice
Evan - Practical GuideCartesia · Sonic 3.6Naturalness 4.72 · Clarity 4.60
Leaderboard pick
Google Cloud · Gemini 3.1 Flash TTSIts best voice ranks #92 of 8,414
In the top 10
7 models from 5 providers
From the leaderboard pick
0 of 10 voices

Who makes the top 10

  • Sonic 3.63
  • Sonic 3.52
  • Gradium TTS1
  • Flash v2.51
  • Turbo v2.51
  • Falcon 21
  • Gemini 3.8 Flash‑Lite TTS1
#VoiceNaturalnessout of 5Clarityout of 5
1Evan - Practical GuideCartesia · Sonic 3.64.724.60
2KiraGemini API · Gemini 3.8 Flash‑Lite TTS4.724.55
3Mary - NurseCartesia · Sonic 3.54.724.44
4Jillian - Happy SpiritCartesia · Sonic 3.64.694.75
5Henry - Plainspoken GuyCartesia · Sonic 3.64.694.64
6ZoeyGradium · Gradium TTS4.694.60
7Carson - Disgusted Friendly SupportCartesia · Sonic 3.54.694.55
8Adam - Authentic & Engaging ConversationalistElevenLabs · Turbo v2.54.694.44
9Calvin (M)Murf · Falcon 24.694.44
10Marc Aurèle - Sagesse Stoïque (Méditation & Livre Audio)ElevenLabs · Flash v2.54.694.39

All of these voices are routable in Onepin. Try a line in English (US) →

How we scored.

Metric
Naturalness on the 1 to 5 scale listening panels use. Higher is better.
Clarity
The noise rating on the same 1 to 5 scale. 5 means no audible noise.
Scorer
The naturalness estimation model Onepin developed. Predicted scores, highly correlated with human listeners (see chart).
Coverage
55,556 voices in 11 languages, each model in its published generation. Snapshot 19 Oct 2026.
Leaderboard pick
Highest average naturalness across its voices in a language, as model leaderboards rank.
Ties
Ordered by naturalness, then clarity. Neighbours a few hundredths apart are effectively tied.
Names
Providers’ own labels. A multilingual voice can top a language it was not named for.
Our scores track human listeners.Spearman rank correlation with human naturalness ratings. Higher is better.
  1. Human panel1.00
  2. Onepin model0.88
  3. Uni-VERSA-Ext0.69
  4. Audiobox-CE0.62
  5. Audiobox-PQ0.61
  6. UTMOSv20.42

One script. 11 languages. 6 different winners.

Onepin routes every line to the voice that wins its language.

Your script“Dr. Nguyen will call on 3/11 about the $1,240.50 balance.”
  1. English (US)Evan - Practical GuideCartesia · Sonic 3.6
  2. English (UK)Oliver - Customer ChapCartesia · Sonic (preview)
  3. Spanish (Mexico)Luis - Relaxed, Calm and PolishedElevenLabs · Multilingual v2
  4. FrenchMaëlysGradium · Gradium TTS
  5. GermanAlexandre French CanadianElevenLabs · Eleven v3
  6. JapaneseLana Weiss – Meditation (soft & calm / weich & warm)ElevenLabs · Eleven v4

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