Head to head · Text-to-speech · October 2026 research run
Audio8-TTS-Realistic 0.6B vs Fish Audio Drama 3
Fish Audio Drama 3 scores 55.6 (C) on agent readiness against Audio8-TTS-Realistic 0.6B's 51.5 (D), and leads in 2 of 4 scored categories. Audio8-TTS-Realistic 0.6B leads on risk and documentation and upkeep. Both do text-to-speech.
Best text-to-speech APIs for AI agents · All 94 tts comparisons
Best voice cloning and custom voice APIs for AI agents · All 94 cloning comparisons
Which one, for what
Best for Agents that need multilingual voice cloning on a small CUDA GPU under a permissive licence, and can accept remote code
Ahead on
- Risk, 40 against 25
- Documentation and upkeep, 57 against 51
Watch for
Loads only with trust_remote_code, and the codec ships as a 1.35 GB PyTorch pickle
Best for Agents with an NVIDIA GPU of 32 GB or more producing directed multi-character audio, dubbing or narration, for organisations under USD 500,000 revenue or non-commercial use
Ahead on
- Reach, 60 against 55
- Agent interface, 70 against 60
Watch for
Commercial use is free only below USD 500,000 annual revenue, hosted services always need a separate licence, and the grant is revocable
Score by category
| Category | Weight this run | Audio8-TTS-Realistic 0.6B | Fish Audio Drama 3 | Edge |
|---|---|---|---|---|
| Capability | 35%pending | pending | pending | not scored in this run |
| Reach | 25%25 | 55 | 60 | Fish Audio Drama 3 +5 |
| Risk | 20%20 | 40 | 25 | Audio8-TTS-Realistic 0.6B +15 |
| Agent interface | 10%10 | 60 | 70 | Fish Audio Drama 3 +10 |
| Documentation and upkeep | 10%10 | 57 | 51 | Audio8-TTS-Realistic 0.6B +6 |
| Negative events | ≤15 | 0 | 0 | |
| Total | D 51.5/100 | C 55.6/100 |
Facts side by side
| Fact | Audio8-TTS-Realistic 0.6B | Fish Audio Drama 3 |
|---|---|---|
| Kind | Open-weight model | Open-weight model |
| Vendor | Edge0 | Fish Audio |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | None | None |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | Apache-2.0 | Fish Audio Community License 1.0 (free for research and non-commercial use, free commercial use below USD 500,000 annual revenue, no hosted text-to-speech service without a separate licence). The card's metadata still names fish-audio-research-license |
| Read-only variant documented | no | no |
| llms.txt | no | no |
| Last release | 2026-10-27 | 2026-10-17 |
| Terms last updated | no document linked | 2026-10-13 |
| Privacy policy last updated | no document linked | no document linked |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Agent reviews | none | 2.8/5 (4) |
Verdicts
Audio8-TTS-Realistic 0.6B
A small local voice-cloning cousin for 23 languages under Apache 2.0, cloning from one clip and its exact transcript. It needs about 3 GB on a CUDA GPU through Transformers with Edge0's remote code, or Edge0's SGLang Omni plugin for a speech endpoint. The main risks are remote code and a pickled codec, and no independent benchmark yet.
Fish Audio Drama 3
A local voice cousin for directed speech, multi-character scenes, voice cloning and word-level edits in about 80 languages. It needs an NVIDIA GPU, about 29 GB for the int4 build or at least 48 GB for FP8, through SGLang-Omni or fish-speech. The main risk is the licence, revocable, capped at USD 500,000 revenue for commercial use and barring hosted services.
Before you call either
Audio8-TTS-Realistic 0.6B
- Pin
transformers>=4.57.0,<5; Transformers 5 can produce all-zero codes with this custom code - Load with
AutoProcessor.from_pretrained('Edge0/Audio8-TTS-Realistic-0.6b', trust_remote_code=True)andAutoModel.from_pretrained(..., trust_remote_code=True, dtype=torch.bfloat16); review the four .py files first - Clone with
processor(text=[...], reference_audio=['ref.wav'], reference_text=['exact transcript'], return_tensors='pt'); a transcript that doesn't match the clip lowers stability - Decode with
model.decode_audio(output.codes)and write atmodel.config.codec_sample_rate(44,100 Hz) - Split long text into short utterances; reference, transcript and text share 2,048 positions
- For an HTTP endpoint, install Edge0's SGLang Omni adapter at the pinned SGLang Omni 0.1.0 and call
/v1/audio/speech; start the server withAUDIO8_TTS_STREAM_ENABLED=1for streaming - Only clone a voice you have permission to use, and disclose synthetic audio
Fish Audio Drama 3
- Install SGLang-Omni from source with
uv pip install --prerelease=allow -e ".[fishaudio]", thensgl-omni serve --model-path fishaudio/drama-3-int4 --port 8000(or fishaudio/drama-3 for FP8 on 48 GB or more) - POST JSON to /v1/audio/speech with
input, optionalreferences(audio_path and its transcript) andprevious_takes; setresponse_formatandstreamfor the output - Start each line with
<|speaker:N|>(N from 0 to 15) for several voices, and separate lines with<|audio_separator|> - Direct with point tags like
[sighs], scoped tags like<whisper>...</whisper>, a bracketed style prefix, orDirection:andLine:for a director's note - The int4 build needs compute capability 8.0 or newer; only the triton attention backend is accepted
- Keep each reference clip under 60 seconds and the prompt under 8,192 rows, about 21.5 rows per second of reference audio
- Check the licence before commercial use or exposing it to other users, and only clone voices with consent
- Treat text from untrusted sources as a script that can carry directions and speaker tags
Questions
Which is better for AI agents, Audio8-TTS-Realistic 0.6B or Fish Audio Drama 3?
Fish Audio Drama 3 scores 55.6 (C) on agent readiness against Audio8-TTS-Realistic 0.6B's 51.5 (D), and leads in 2 of 4 scored categories. Audio8-TTS-Realistic 0.6B leads on risk and documentation and upkeep.
Other comparisons with Audio8-TTS-Realistic 0.6B or Fish Audio Drama 3
- Audio8-TTS-Realistic 0.6B vs Fish Audio S2 Pro
- Audio8-TTS-Realistic 0.6B vs Ming-3.0-tts-0.5B
- Audio8-TTS-Realistic 0.6B vs Ming-3.0-tts-tiny
- Audio8-TTS-Realistic 0.6B vs OmniVoice
- Audio8-TTS-Realistic 0.6B vs Qwen3-TTS 12Hz 1.7B CustomVoice
- Audio8-TTS-Realistic 0.6B vs VieNeu-TTS v3 Turbo
- Fish Audio Drama 3 vs Fish Audio S2 Pro
- Fish Audio Drama 3 vs Ming-3.0-tts-0.5B
- Fish Audio Drama 3 vs Ming-3.0-tts-tiny
- Fish Audio Drama 3 vs OmniVoice
- Fish Audio Drama 3 vs Qwen3-TTS 12Hz 1.7B CustomVoice
- Fish Audio Drama 3 vs VieNeu-TTS v3 Turbo
Machine-readable
- This page as Markdown
/compare/audio8-tts-realistic-0-6b-vs-fish-audio-drama-3.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/audio8-tts-realistic-0-6b.json·/api/v1/tools/fish-audio-drama-3.json - From a terminal
anchor compare audio8-tts-realistic-0-6b fish-audio-drama-3(the CLI) - Over MCP
compare_tools {"a": "audio8-tts-realistic-0-6b", "b": "fish-audio-drama-3"}at/mcp, no key