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AI model rankingsSpeechPolly Neural

Polly Neural

Amazon

Visit Amazon
#94 of 100 for text to speech Updated Oct 30, 2026, 04:30 PM UTC

At a glance

How Polly Neural compares with the other 99 text to speech models.

  • Behind the leaders. Ranked #94 of 100, 441 Elo points behind #1 and ahead of 6% of models.

  • Close race with 7 models. Its score range overlaps with WaveNet, XTTS v2, Mist V2 and 4 more, so you may not notice a difference.

  • Usually loses. Against a typical model it gets picked in about 25% of blind votes.

Model details

Made by
Amazon
Category
Speech
Released
–
Best Amazon model
Polly Generative
Win rate vs all
26%
Companies ranked
43

Rank

#94

of 100 models

Elo rating

895

441 behind #1

typical 1,086

± range

±14

how certain the score is

Votes

–

blind comparisons

Where it ranks

This model next to its closest competitors. Click another bar to open that model.

Head-to-head chances

How often people would pick this model over another in a blind vote, based on the Elo scores.

  • vs Eleven v4 Turbo · #1 overall7%
  • vs Mist V2 · The model just above (#93)49%
  • vs Neural2 · The model just below (#95)50%
  • vs Gemini 2.5 Flash Lite TTS · A typical model (the median)25%

Nearby in the ranking

  • XTTS v2

    Coqui

    915

    Elo

    #92

    rank

  • Mist V2

    Rime

    903

    Elo

    #93

    rank

  • Polly Neural

    Amazon

    895

    Elo

    #94

    rank

  • Neural2

    Google

    894

    Elo

    #95

    rank

  • S

    StyleTTS 2

    StyleTTS

    891

    Elo

    #96

    rank

More from Amazon

  • Polly Generative

    Amazon

    1,063

    Elo

    #59

    rank

  • Polly Long-Form

    Amazon

    1,027

    Elo

    #79

    rank

  • Polly Standard

    Amazon

    832

    Elo

    #100

    rank

Questions people ask

Is Polly Neural the best text to speech model?
Not quite: it's #94 of 100. The leader is Eleven v4 Turbo by ElevenLabs, 441 Elo points ahead. People would still pick Polly Neural over it in about 7% of blind votes.
How is this ranking made?
People are shown two results for the same prompt without knowing which model made them, and vote for the one they like more. The votes are turned into an Elo score, the same system used to rank chess players.
Who makes Polly Neural?
Amazon (amazon.com). They have 4 models in this ranking.
What are alternatives to Polly Neural?
XTTS v2 (Coqui), Mist V2 (Rime), Neural2 (Google), StyleTTS 2 (StyleTTS ) are ranked closest to it. The best model from another company is Eleven v4 Turbo by ElevenLabs.

People see two results for the same prompt without knowing which model made them, and vote for the better one. Gaps under about 20 Elo points are hard to notice in practice.

Benchmark data from Artificial Analysis, an independent benchmarking company. Rankings refresh every few hours.