Fastest predefined-voice: Vaniq-Edge (cuda) — 253.19× warm RTFx, 32ms warm TTFA
Fastest cloning-capable: StyleTTS 2 (cuda) — 33.04× warm RTFx, 253ms warm TTFA
| Model | Device | TTFA cold | TTFA warm | RTFx cold | RTFx warm | Peak RAM | Peak VRAM | Size | Released |
|---|---|---|---|---|---|---|---|---|---|
| Vaniq-Edge | cuda | 605ms | 32ms | 15.10× | 253.19× | 1.52 GB | 282 MB | 8.91M | Aug 2026 |
| Inflect-Nano v2 | cuda | 532ms | 30ms | 14.45× | 226.42× | 1.35 GB | 168 MB | 3.96M | Jul 2026 |
| Inflect-Micro v2 | cuda | 499ms | 41ms | 15.19× | 166.19× | 1.36 GB | 240 MB | 9.36M | Jul 2026 |
| Kokoro | cuda | 491ms | 73ms | 15.15× | 97.68× | 1.85 GB | 879 MB | 82M | Dec 2024 |
| MeloTTS | cuda | 1.75s | 129ms | 4.63× | 57.90× | 2.35 GB | 1.16 GB | ~52M | Feb 2024 |
| Piper | cpu | 221ms | 180ms | 28.71× | 37.14× | 477 MB | — | ~25MB | Jan 2023 |
| StyleTTS 2 | cuda | 1.36s | 253ms | 6.36× | 33.04× | 2.30 GB | 1.44 GB | ~148M | Jun 2023 |
| StyleTTS 2 | cpu | 3.77s | 261ms | 5.77× | 32.12× | 2.41 GB | — | ~148M | Jun 2023 |
| LuxTTS | cuda | 391ms | 215ms | 13.18× | 24.98× | 2.39 GB | 987 MB | 123M | Jan 2026 |
| Inflect-Nano v2 | cpu | 576ms | 378ms | 12.41× | 20.03× | 701 MB | — | 3.96M | Jul 2026 |
| Sopro V2 Turbo | cuda | 654ms | 486ms | 11.98× | 17.41× | 1.73 GB | 975 MB | 120M | Aug 2026 |
| OpenVoice v2 | cuda | 1.78s | 363ms | 3.48× | 16.19× | 2.95 GB | 1.31 GB | ~100M | Apr 2024 |
| Vaniq-Edge | cpu | 782ms | 642ms | 11.08× | 13.98× | 844 MB | — | 8.91M | Aug 2026 |
| Sopro V2 Turbo (streaming) | cuda | 180ms | 87ms | 9.85× | 13.35× | 1.80 GB | 1.22 GB | 120M | Aug 2026 |
| Inflect-Micro v2 | cpu | 900ms | 703ms | 8.36× | 10.86× | 889 MB | — | 9.36M | Jul 2026 |
| LongCat-AudioDiT 1B | cuda | 1.43s | 879ms | 5.37× | 8.65× | — | 5.71 GB | 1.42B | Mar 2026 |
| MiraTTS | cuda | 1.86s | 1.23s | 5.25× | 8.44× | 3.75 GB | 1.28 GB | 0.5B | Dec 2025 |
| Audio8 TTS 0.6B (compiled) | cuda | 1.20s | 924ms | 6.12× | 8.42× | 2.98 GB | 2.75 GB | 601M | Aug 2026 |
| OmniVoice | cuda | 1.31s | 759ms | 4.95× | 8.35× | 1.99 GB | 2.11 GB | ~1B | Mar 2026 |
| Kokoro | cpu | 1.37s | 1.22s | 5.80× | 6.96× | 1.65 GB | — | 82M | Dec 2024 |
| Scylla's Band | cpu | 1.93s | 995ms | 2.99× | 5.95× | 1.03 GB | — | ~103M | Jul 2026 |
| Supertonic 3 | cpu | 1.28s | 1.28s | 5.87× | 5.89× | 612 MB | — | 99M | May 2026 |
| Coqui XTTS-v2 | cuda | 1.95s | 1.76s | 4.19× | 4.88× | 2.08 GB | 2.12 GB | 750M | Oct 2023 |
| Soprano 1.1 80M | cuda | 1.37s | 1.39s | 4.87× | 4.86× | 1.85 GB | 325 MB | 80M | Jan 2026 |
| Chatterbox Turbo | cuda | 1.88s | 1.54s | 3.68× | 4.66× | 2.12 GB | 3.01 GB | 744M | Dec 2025 |
| MeloTTS | cpu | 3.27s | 2.05s | 2.35× | 4.45× | 2.40 GB | — | ~52M | Feb 2024 |
| Pocket-TTS | cpu | 163ms | 148ms | 4.07× | 4.05× | 1.75 GB | — | 100M | Jan 2026 |
| LongCat-AudioDiT 3.5B | cuda | 2.38s | 1.84s | 3.01× | 3.90× | — | 14.96 GB | 3.83B | Mar 2026 |
| KittenTTS Nano 0.1 | cpu | 2.39s | 2.07s | 3.29× | 3.72× | 330 MB | — | <100M | Aug 2025 |
| Higgs Audio v3 TTS | cuda | 2.31s | 2.36s | 3.08× | 3.13× | — | — | 4B | Jun 2026 |
| Qwen3-TTS 1.7B (CUDA-graph) | cuda | 9.45s | 2.01s | 0.70× | 3.04× | 2.38 GB | 4.89 GB | 1.7B | Jan 2026 |
| F5-TTS v1 | cuda | 2.01s | 1.43s | 2.22× | 3.03× | 2.27 GB | 802 MB | 330M | Oct 2024 |
| Soprano 1.1 80M | cpu | 2.17s | 2.23s | 3.13× | 3.01× | 1.33 GB | — | 80M | Jan 2026 |
| NeuTTS Nano | cuda | 859ms | 311ms | 2.26× | 3.00× | 3.45 GB | 3.25 GB | 229M | Dec 2025 |
| VibeVoice Realtime 0.5B | cuda | 3.60s | 3.28s | 2.45× | 2.76× | 1.78 GB | 2.62 GB | 0.5B | Dec 2025 |
| Sopro V2 Turbo (streaming) | cpu | 568ms | 570ms | 2.42× | 2.40× | 1.68 GB | — | 120M | Aug 2026 |
| Sopro V2 Turbo | cpu | 3.24s | 3.78s | 2.44× | 2.36× | 1.39 GB | — | 120M | Aug 2026 |
| Chatterbox | cuda | 3.10s | 2.46s | 1.92× | 2.28× | 2.07 GB | 3.26 GB | 1.2B | Apr 2025 |
| OpenVoice v2 | cpu | 6.48s | 3.06s | 1.07× | 2.15× | 2.72 GB | — | ~100M | Apr 2024 |
| VoxCPM2 2B | cuda | 3.27s | 3.44s | 2.11× | 2.10× | 3.39 GB | 5.56 GB | 2B | Apr 2026 |
| MOSS-TTS-Nano | cuda | 4.95s | 3.56s | 1.67× | 2.08× | 1.93 GB | 971 MB | 100M | Apr 2026 |
| NeuTTS Nano | cpu | 925ms | 389ms | 1.67× | 2.03× | 5.61 GB | — | 229M | Dec 2025 |
| Magpie-TTS | cuda | 5.77s | 4.40s | 1.57× | 2.02× | 2.68 GB | 6.56 GB | 357M | Dec 2025 |
| CosyVoice 3 0.5B | cuda | 4.53s | 3.11s | 1.46× | 1.99× | 4.65 GB | 4.33 GB | 0.5B | Dec 2025 |
| LFM2.5-Audio 1.5B | cuda | 671ms | 59ms | 1.34× | 1.90× | 1.96 GB | 3.18 GB | 1.5B | Dec 2025 |
| LFM2.5-Audio 1.5B | cpu | 746ms | 60ms | 1.29× | 1.86× | 2.53 GB | — | 1.5B | Dec 2025 |
| VibeVoice 1.5B | cuda | 4.17s | 4.69s | 1.53× | 1.83× | 1.97 GB | 5.26 GB | 1.5B | Aug 2025 |
| MOSS-TTS v1.5 | cuda | 4.30s | 4.01s | 1.51× | 1.83× | 2.25 GB | 22.69 GB | 8B | May 2026 |
| MOSS-TTS v1.0 | cuda | 4.47s | 3.87s | 1.54× | 1.81× | 2.12 GB | 22.69 GB | 8B | Feb 2026 |
| Echo-TTS | cuda | 4.94s | 4.32s | 1.51× | 1.73× | 1.94 GB | 9.14 GB | 2.8B | Dec 2025 |
| LuxTTS | cpu | 1.94s | 1.90s | 1.68× | 1.71× | 2.30 GB | — | 123M | Jan 2026 |
| NeuTTS Air | cuda | 1.59s | 478ms | 1.29× | 1.68× | 3.88 GB | 3.25 GB | 748M | Sep 2025 |
| NeuTTS Air | cpu | 1.60s | 554ms | 1.11× | 1.35× | 6.01 GB | — | 748M | Sep 2025 |
| Step-Audio-EditX | cuda | 6.30s | 5.45s | 1.13× | 1.34× | 2.89 GB | 6.10 GB | 3B | Oct 2025 |
| DramaBox | cuda | 11.30s | 7.97s | 1.00× | 1.21× | 3.28 GB | 17.38 GB | 3.3B | Apr 2026 |
| IndexTTS-2 | cpu | 6.72s | 5.67s | 0.97× | 1.20× | 5.67 GB | — | 1.5B | Jun 2025 |
| MOSS-TTS-Nano | cpu | 6.91s | 6.09s | 1.07× | 1.17× | 1.30 GB | — | 100M | Apr 2026 |
| Fish Speech 1.5 | cuda | 7.12s | 6.05s | 0.96× | 1.11× | 2.29 GB | 1.76 GB | ~500M | Nov 2024 |
| Parler-TTS Mini v1 | cuda | 7.76s | 7.17s | 0.97× | 1.09× | 2.03 GB | 2.63 GB | 878M | Jun 2024 |
| IndexTTS-2 | cuda | 7.25s | 5.95s | 0.91× | 1.08× | 2.77 GB | 7.57 GB | 1.5B | Jun 2025 |
| Orpheus-TTS 3B | cuda | 931ms | 361ms | 1.01× | 1.01× | 2.02 GB | — | 3.3B | Mar 2025 |
| Zonos v0.1 | cuda | 7.92s | 7.22s | 0.88× | 1.01× | 2.74 GB | 4.47 GB | 1.6B | Feb 2025 |
| Qwen3-TTS 1.7B Base | cuda | 8.19s | 7.01s | 0.74× | 0.88× | 2.21 GB | 4.64 GB | 1.7B | Jan 2026 |
| Audio8 TTS Preview 0.1B | cuda | 16.42s | 8.97s | 0.43× | 0.87× | 4.23 GB | 1.98 GB | 170M | Aug 2026 |
| Qwen3-TTS 0.6B CustomVoice | cuda | 10.28s | 10.63s | 0.79× | 0.87× | 2.23 GB | 2.55 GB | 0.6B | Jan 2026 |
| Audio8 TTS Preview 0.6B | cuda | 12.21s | 9.17s | 0.59× | 0.86× | 4.09 GB | 2.78 GB | 601M | Jul 2026 |
| dots.tts (soar) | cuda | 8.61s | 8.26s | 0.77× | 0.81× | — | 5.50 GB | 2B | Jun 2026 |
| Coqui XTTS-v2 | cpu | 11.98s | 11.11s | 0.79× | 0.80× | 3.15 GB | — | 750M | Oct 2023 |
| Sesame CSM-1B | cuda | 9.30s | 8.66s | 0.71× | 0.76× | 2.08 GB | 3.51 GB | 1B | Mar 2025 |
| MetaVoice-1B | cuda | 8.19s | 7.48s | 0.66× | 0.76× | — | 7.98 GB | 1.2B | Feb 2024 |
| Maya1 | cuda | 12.34s | 12.18s | 0.67× | 0.74× | 2.18 GB | 6.75 GB | 3B | Oct 2025 |
| Chatterbox Turbo | cpu | 11.03s | 10.58s | 0.66× | 0.69× | 3.87 GB | — | 744M | Dec 2025 |
| VibeVoice 7B | cuda | 13.23s | 13.57s | 0.59× | 0.63× | 5.54 GB | 11.11 GB | 7B | Sep 2025 |
| Dia 1.6B-0626 | cuda | 16.31s | 13.83s | 0.49× | 0.61× | 2.19 GB | 4.58 GB | 1.6B | Jun 2025 |
| VibeVoice Realtime 0.5B | cpu | 17.64s | 15.86s | 0.57× | 0.55× | 6.51 GB | — | 0.5B | Dec 2025 |
| ZipVoice 123M (4/5 ok) | cpu | 15.01s | 12.19s | 0.43× | 0.53× | 53.97 GB | — | 123M | Jun 2025 |
| OuteTTS 1.0 1B | cuda | 18.60s | 18.21s | 0.43× | 0.43× | 2.41 GB | 3.58 GB | 1B | Apr 2025 |
| OmniVoice | cpu | 15.83s | 15.35s | 0.40× | 0.41× | 2.99 GB | — | ~1B | Mar 2026 |
| Chatterbox | cpu | 17.21s | 16.53s | 0.36× | 0.37× | 4.16 GB | — | 1.2B | Apr 2025 |
| Miso TTS 8B | cuda | 26.02s | 22.24s | 0.34× | 0.35× | 2.00 GB | 16.34 GB | 8.2B | May 2026 |
| Audio8 TTS Preview 0.1B | cpu | 24.99s | 23.07s | 0.30× | 0.34× | 3.15 GB | — | 170M | Aug 2026 |
| Qwen3-TTS 0.6B CustomVoice | cpu | 33.18s | 34.02s | 0.27× | 0.27× | 5.11 GB | — | 0.6B | Jan 2026 |
| Magpie-TTS | cpu | 40.47s | 39.78s | 0.25× | 0.26× | 13.55 GB | — | 357M | Dec 2025 |
| VoxCPM2 2B | cpu | 29.43s | 29.16s | 0.24× | 0.24× | 6.44 GB | — | 2B | Apr 2026 |
| Audio8 TTS Preview 0.6B | cpu | 45.85s | 43.13s | 0.17× | 0.19× | 4.47 GB | — | 601M | Jul 2026 |
| Parler-TTS Mini v1 | cpu | 48.95s | 48.03s | 0.18× | 0.18× | 5.09 GB | — | 878M | Jun 2024 |
| Fish Speech S2-Pro | cuda | 38.27s | 38.12s | 0.17× | 0.18× | 3.82 GB | 19.93 GB | 4B | Mar 2026 |
| VibeVoice 1.5B | cpu | 43.47s | 52.25s | 0.17× | 0.17× | 11.26 GB | — | 1.5B | Aug 2025 |
| Qwen3-TTS 1.7B Base | cpu | 38.52s | 35.33s | 0.15× | 0.17× | 9.12 GB | — | 1.7B | Jan 2026 |
| Zonos v0.1 | cpu | 62.09s | 62.23s | 0.12× | 0.12× | 4.86 GB | — | 1.6B | Feb 2025 |
| Sesame CSM-1B | cpu | 52.98s | 57.59s | 0.12× | 0.12× | 5.95 GB | — | 1B | Mar 2025 |
| Mars5-TTS | cuda | 60.14s | 58.72s | 0.13× | 0.12× | 2.60 GB | 6.80 GB | 1.2B | Jun 2024 |
| Mars5-TTS | cpu | 59.06s | 58.01s | 0.12× | 0.12× | 2.64 GB | — | 1.2B | Jun 2024 |
| Fish Speech 1.5 | cpu | 76.66s | 70.52s | 0.10× | 0.10× | 4.58 GB | — | ~500M | Nov 2024 |
| F5-TTS v1 | cpu | 53.94s | 55.46s | 0.08× | 0.08× | 2.58 GB | — | 330M | Oct 2024 |
| Maya1 (2/4 ok) | cpu | 62.52s | 59.40s | 0.08× | 0.08× | 7.41 GB | — | 3B | Oct 2025 |
| OuteTTS 1.0 1B (2/5 ok) | cpu | 96.51s | 93.24s | 0.05× | 0.05× | 4.20 GB | — | 1B | Apr 2025 |
| ZipVoice 123M | cuda | Skipped — out of GPU memory (model exceeds this GPU's VRAM) | |||||||