Fastest predefined-voice: Kokoro (cuda) — 93.41× warm RTFx, 67ms warm TTFA
Fastest cloning-capable: OpenVoice v2 (cuda) — 18.38× warm RTFx, 395ms warm TTFA
| Model | Device | TTFA cold | TTFA warm | RTFx cold | RTFx warm | Peak RAM | Peak VRAM | Size | Released |
|---|---|---|---|---|---|---|---|---|---|
| Kokoro | cuda | 15.30s | 67ms | 0.41× | 93.41× | 2.35 GB | 682 MB | 82M | Dec 2024 |
| MeloTTS | cuda | 13.32s | 84ms | 0.54× | 85.54× | 2.44 GB | 443 MB | ~52M | Feb 2024 |
| Piper | cpu | 74ms | 34ms | 31.73× | 47.81× | 240 MB | — | ~25MB | Jan 2023 |
| OpenVoice v2 | cuda | 6.89s | 395ms | 1.07× | 18.38× | 2.65 GB | 705 MB | ~100M | Apr 2024 |
| Audio8 TTS 0.6B (compiled) | cuda | 2.36s | 542ms | 3.37× | 14.64× | 3.04 GB | 2.24 GB | 601M | Aug 2026 |
| Kokoro | cpu | 810ms | 472ms | 7.69× | 13.19× | 1.64 GB | — | 82M | Dec 2024 |
| Supertonic 3 | cpu | 835ms | 807ms | 9.60× | 9.93× | 510 MB | — | 99M | May 2026 |
| MeloTTS | cpu | 1.34s | 842ms | 5.50× | 8.80× | 1.68 GB | — | ~52M | Feb 2024 |
| Scylla's Band | cpu | 2.54s | 898ms | 2.45× | 6.93× | 607 MB | — | ~103M | Jul 2026 |
| OpenVoice v2 | cpu | 2.88s | 1.63s | 2.51× | 4.32× | 1.95 GB | — | ~100M | Apr 2024 |
| Coqui XTTS-v2 | cuda | 17.82s | 2.65s | 0.40× | 3.72× | 2.09 GB | 1.89 GB | 750M | Oct 2023 |
| Qwen3-TTS 1.7B (CUDA-graph) | cuda | 23.09s | 1.77s | 0.30× | 3.60× | 2.52 GB | 4.85 GB | 1.7B | Jan 2026 |
| Pocket-TTS | cpu | 457ms | 398ms | 1.10× | 1.16× | 2.02 GB | — | 100M | Jan 2026 |
| Audio8 TTS Preview 0.6B | cuda | 27.71s | 9.33s | 0.25× | 0.75× | 2.96 GB | 2.18 GB | 601M | Jul 2026 |
| Audio8 TTS Preview 0.1B | cuda | 30.77s | 12.20s | 0.25× | 0.64× | 2.96 GB | 1.39 GB | 170M | Aug 2026 |
| Qwen3-TTS 0.6B Base | cuda | 27.43s | 8.87s | 0.23× | 0.63× | 2.45 GB | 2.68 GB | 0.6B | Jan 2026 |
| Coqui XTTS-v2 | cpu | 10.60s | 12.04s | 0.65× | 0.60× | 3.01 GB | — | 750M | Oct 2023 |
| Qwen3-TTS 1.7B Base | cuda | 27.50s | 11.50s | 0.22× | 0.54× | 2.48 GB | 4.56 GB | 1.7B | Jan 2026 |
| Audio8 TTS Preview 0.1B | cpu | 24.61s | 21.19s | 0.31× | 0.36× | 3.64 GB | — | 170M | Aug 2026 |
| Audio8 TTS Preview 0.6B | cpu | 56.83s | 49.77s | 0.14× | 0.16× | 5.45 GB | — | 601M | Jul 2026 |
| NeuTTS Nano | cuda | 5.56s | 165ms | 0.00× | 0.12× | 2.53 GB | 3.26 GB | 229M | Dec 2025 |
| NeuTTS Nano | cpu | 733ms | 206ms | 0.03× | 0.10× | 5.02 GB | — | 229M | Dec 2025 |
| Qwen3-TTS 1.7B Base | cpu | Timed out after 10 min — model too slow at this prompt length | |||||||
| Qwen3-TTS 0.6B Base | cpu | Timed out after 10 min — model too slow at this prompt length | |||||||