Fish Audio's open-weight Drama 3 tops a pronunciation benchmark at 93.2% under a $500,000 revenue cap
Fish Audio released a 35B mixture-of-experts speech model on Oct 13 that scores 93.2% on Artificial Analysis' pronunciation benchmark. Free commercial use stops at $500,000 in annual revenue, and the two-RTX-3090 setup is one Reddit user's report.
The Engineer · Build desk

Drama 3 scores 93.2% on Artificial Analysis' Pronunciation Robustness benchmark, against 88.1% for the previous model, S2.1 Pro. On exact sequences such as file paths and email addresses, the score rose from 79.4% to 86.3%.
| Figure | Value | Note | Claim |
|---|---|---|---|
| Drama 3, Pronunciation Robustness score | 93.2% | 3 | |
| S2.1 Pro, previous model | 88.1% | 4 | |
| Exact sequences, such as file paths and emails | 86.3% | up from 79.4% | 5 |
What happened
- Fish Audio describes the model as a mixture-of-experts design in which about 3 billion of its 35 billion parameters fire on each token.
- Word-level inpainting lets a user swap one wrong word in a finished take while the model matches the audio on both sides.
- The license makes research and non-commercial use free, and reselling the model as your own API requires a separate conversation with Fish Audio.
Why it matters
- What it costs cost A product that outgrows $500,000 in annual revenue has to open talks with Fish Audio, on terms the post does not list.
- Who's exposed exposure Teams that need a specific language have only a claim of 83 languages to go on. The one German question in the write-up went unanswered.
- What doesn't add up contradiction The No. 1 ranking meets a flat dismissal on r/TextToSpeech, where one commenter calls the model "barely better than breeze with nearly 10x the size".
- Who has to decide decision Anyone sizing hardware has to test the two-card setup on their own machines, because the evidence is a single forum comment.
Three billion active parameters out of 35 billion is 8.6% of the total [9]. That ratio sets compute per token. It does not set memory. A mixture-of-experts router can send any token to any expert, so we'd expect all 35 billion parameters to be loaded even though only a slice runs on each token [2].
The two-card result comes from one commenter on r/TextToSpeech, who got the weights running on two used RTX 3090s [15]. According to the dev.to write-up, he watched the setup log write custom GPU kernels the install needed to boot, and he admits he understands none of that code [16]. Kernels written at install time are a build step, and build steps tend to differ between machines. His verdict on the release: "After getting banned on Eleven Labs three times, I'm so happy something like this is finally open weight." [17]
Against the old S2.1 Pro at 88.1% [4], the 93.2% score is a gain of 5.1 points [10]. The exact-sequence gain is 6.9 points [11], and that score still sits 13.7 points below 100 [12]. For the figure to transfer, your scripts would have to look like what that sub-score measures: exact strings such as file paths and email addresses. The write-up's author also points out that the benchmark tests only pronunciation, not whether emotion sounds real [8].
The author is explicit that the Fish Audio Community License v1.0 is not open source [6]. The post paraphrases the license, so the definition of annual revenue has to come from the license text.
What to watch
- A second, independent report of the two-RTX-3090 setup that states weight precision and generation speed.
- Fish Audio publishing commercial terms for customers above $500,000 in annual revenue, or its definition of that revenue.
- Pronunciation results for non-English languages, since the post offers no answer on German.
Clarity's read
What the record supports and how the coverage leans. The claims behind it follow.
Reality
- Evidence50
- Adoption12
- Hype gap+25
- Incentives
- Not scored
- Confidence55
Claim ledger
Ranked by verification strength, evidence, and original report placement.
- [1]
Fish Audio released its Drama 3 speech model on October 13, 2026, at 35 billion parameters, with the weights online for anyone to download.
- [2]
Fish Audio calls Drama 3 a 35B mixture-of-experts model in which about 3 billion parameters fire per token.
- [3]
The model ranks No. 1 on Artificial Analysis' Pronunciation Robustness benchmark at 93.2%.
- [4]
The previous model, S2.1 Pro, scored 88.1% on the Pronunciation Robustness benchmark.
- [5]
On exact sequences such as file paths and email addresses, the score rose from 79.4% to 86.3%.
- [6]
The license is not open source; it is the Fish Audio Community License v1.0.
- [7]
Under the license, research and non-commercial work is free, and commercial use is free under $500,000 in annual revenue; going over that, or reselling the model as your own API, requires talking to Fish Audio.
- [8]
The benchmark everyone is quoting tests only pronunciation, not whether emotion sounds real.
- [9]
Active parameters per token are about 8.6% of the 35B total.
- [10]
The headline benchmark gain over S2.1 Pro is 5.1 percentage points.
- [11]
The exact-sequence score gain is 6.9 percentage points.
- [12]
The exact-sequence score is 13.7 points below 100.
- [13]
The model is said to cover 83 languages; someone on Reddit asked whether it does German and nobody answered.
- [14]
One commenter on r/TextToSpeech wrote: "its actual shit LOL barely better than breeze with nearly 10x the size."
- [15]
A commenter on r/TextToSpeech got the Drama 3 weights running on two used RTX 3090s.
- [16]
The commenter watched the setup log write custom GPU kernels needed to boot the model, and admits he understands none of that code.
- [17]
The commenter wrote: "After getting banned on Eleven Labs three times, I'm so happy something like this is finally open weight."
- [18]
Word-level inpainting lets a user swap a single wrong word in a finished take; the model listens to the audio on both sides and pieces the fix in without touching the mood or rhythm.
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Sources
1 independent publisher whose own reporting we read for this story.
- dev.toFish Audio Drama 3: The Hype, the Reactions, and the License Catch
1 article · October 14, 2026
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Topics
Entities
- Fish AudioFollow
- ElevenLabsFollow
- Artificial AnalysisFollow
- Drama 3Follow