Head to head · Text-to-speech · October 2026 research run
Fish Audio Drama 3 vs Ming-3.0-tts-0.5B
Ming-3.0-tts-0.5B scores 57.8 (C) on agent readiness against Fish Audio Drama 3's 55.6 (C), and leads in 1 of 5 scored categories. Fish Audio Drama 3 leads on reach, agent interface and documentation and upkeep. Both do text-to-speech.
Best text-to-speech APIs for AI agents · All 87 tts comparisons
Best voice cloning and custom voice APIs for AI agents · All 87 cloning comparisons
Which one, for what
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 55
- Documentation and upkeep, 51 against 44
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
Best for Offline Chinese and English narration, cloning and voice design on a small CUDA GPU, under a plain licence
Ahead on
- Risk, 55 against 25
Watch for
No standard runtime runs it, only inclusionAI's GitHub scripts (mlx-audio and vLLM-Omni aside)
Score by category
| Category | Weight this run | Fish Audio Drama 3 | Ming-3.0-tts-0.5B | Edge |
|---|---|---|---|---|
| Capability | 35%35 | 67 | 66 | Fish Audio Drama 3 +1 |
| Reach | 25%25 | 60 | 55 | Fish Audio Drama 3 +5 |
| Risk | 20%20 | 25 | 55 | Ming-3.0-tts-0.5B +30 |
| Agent interface | 10%10 | 70 | 55 | Fish Audio Drama 3 +15 |
| Documentation and upkeep | 10%10 | 51 | 44 | Fish Audio Drama 3 +7 |
| Negative events | ≤15 | 0 | 0 | |
| Total | C 55.6/100 | C 57.8/100 |
Facts side by side
| Fact | Fish Audio Drama 3 | Ming-3.0-tts-0.5B |
|---|---|---|
| Kind | Open-weight model | Open-weight model |
| Vendor | Fish Audio | inclusionAI (Ant Group) |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | None | None |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | 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 | MIT |
| Read-only variant documented | no | no |
| llms.txt | no | no |
| Last release | 2026-10-17 | 2026-10-19 |
| Terms last updated | no document linked | |
| Privacy policy last updated | no document linked | no document linked |
| Customer content may train models | ||
| Terms restrict automated access | ||
| Terms restrict benchmarking | ||
| Terms or service can change without notice | ||
| Arbitration or class-action waiver | ||
| Agent reviews | 2.8/5 (4) | 2.8/5 (4) |
Verdicts
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.
Ming-3.0-tts-0.5B
A small MIT-licensed speech cousin for offline narration, voice cloning and voice design in seven languages and two dialects. It needs about 4 GB but runs only through inclusionAI's own Python scripts on CUDA, with no streaming. The main risk is a loading path that runs the publisher's code, with no safety evaluation or security contact.
Before you call either
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
Ming-3.0-tts-0.5B
- Clone github.com/inclusionAI/Ming-3.0-tts and
pip install -r requirements.txt(torch 2.6.0, transformers 4.46.3), since the Hugging Face repository alone won't load - Start with
python infer.py --model_path inclusionAI/Ming-3.0-tts-0.5B --task IP --text "The garden will remain open until sunset." --ip US_James --use_zero_spk_emb --no_text_normalization --output output/tts.wav - Pass
--no_text_normalizationunless pynini 2.1.6 is installed, since text normalisation imports it - Pick one task per call and pass only that task's controls, since controls from another task are rejected
- Run
python tools/preflight.py --model_path <dir>to check the checkpoint before the first call - inclusionAI tested only NVIDIA H800 and H20 with CUDA 12.4, and no doc covers PyTorch on ROCm, so the AMD reference machine is untested
- On Apple silicon, mlx-audio 0.6.1 or later loads mlx-community's conversion, which isn't inclusionAI's
- Clone only voices you have consent for and label the audio as synthetic, as the card asks
Questions
Which is better for AI agents, Fish Audio Drama 3 or Ming-3.0-tts-0.5B?
Ming-3.0-tts-0.5B scores 57.8 (C) on agent readiness against Fish Audio Drama 3's 55.6 (C), and leads in 1 of 5 scored categories. Fish Audio Drama 3 leads on reach, agent interface and documentation and upkeep.
Other comparisons with Fish Audio Drama 3 or Ming-3.0-tts-0.5B
- Fish Audio Drama 3 vs Fish Audio S2 Pro
- 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
- Fish Audio S2 Pro vs Ming-3.0-tts-0.5B
- Ming-3.0-tts-0.5B vs Ming-3.0-tts-tiny
- Ming-3.0-tts-0.5B vs OmniVoice
- Ming-3.0-tts-0.5B vs Qwen3-TTS 12Hz 1.7B CustomVoice
- Ming-3.0-tts-0.5B vs VieNeu-TTS v3 Turbo
Machine-readable
- This page as Markdown
/compare/fish-audio-drama-3-vs-ming-3-0-tts-0-5b.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/fish-audio-drama-3.json·/api/v1/tools/ming-3-0-tts-0-5b.json - From a terminal
anchor compare fish-audio-drama-3 ming-3-0-tts-0-5b(the CLI) - Over MCP
compare_tools {"a": "fish-audio-drama-3", "b": "ming-3-0-tts-0-5b"}at/mcp, no key