Best video models for a 32GB graphics card
A leaderboard of the best video models for a 32GB graphics card (with 32GB of system RAM). The best one that runs on it right now is Wan 2.2 I2V A14B, followed by LTX-2.5 and HunyuanVideo 1.5. Models are ranked by one score that combines 55 published benchmarks. Models that run on it show the download that fits and the command to run it.
90 models · scores combine 55 benchmarks · updated how it works · find a leaderboard · benchmark your machine
Models for 32GB RAM · 32GB graphics card → ~32GB fast · reset
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Score vs API price
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● open weights ◆ API only ─┘ best score for the price · x: USD per second of video (log)
| # | model | score↓ | where↓ | speed↓ | sources |
|---|---|---|---|---|---|
| 1 |  Gemini Omni 1.1 Flash | 81±2 | api $0.10/sec |    +1 | |
| 2 |  Wan 3.0 Prime | 80±7* | api $0.14/sec | | |
| 3 | Gemini Omni Flash | 80±2 | api $0.10/sec | | |
| 4 | Wan 3.0 | 79±2 | api $0.10/sec | | |
| 5 |  Dreamina Seedance 2.0 | 79±1 | api $0.30/sec | +3 | |
| 6 |  MiniMax H3 | 78±1 | api $0.13/sec +local | +2 | |
| 7 |  Dreamina Seedance 2.5 | 77±1 | api $0.30/sec | | |
| 8 |  FLUX 3 Video | 77±2 | api $0.17/sec | | |
| 9 | HappyHorse 1.1 | 76±3 | api $0.14/sec | | |
| 10 | MiniMax H3 Max | 76±4* | api $0.080/sec | | |
| 12 |  Grok Imagine Video 1.5 | 75±2 | api $0.080/sec | | |
| 14 | Wan 2.2 I2V Flash | 75±4* | api $0.036/sec | | |
| 15 |  HappyHorse 1.0 | 73±2 | api $0.14/sec | | |
| 16 | Wan 2.2 I2V Plus | 71±5* | api $0.10/sec | | |
| 17 | Grok Imagine Video | 69±2 | api $0.050/sec | | |
| 18 |  Kling 3.0 Pro | 69±2 | api $0.11/sec | | |
| 19 |  Veo 3.1 | 69±1 | api $0.40/sec | +11 | |
| 21 | Veo 3.1 Fast | 68±1 | api $0.10/sec | +1 | |
| 22 | Kling 3.0 | 68±4 | api $0.084/sec | | |
| 23 | Wan 2.7 | 68±2 | api $0.10/sec | | |
| 24 |  Vidu Q3 Pro | 65±2 | api $0.10/sec | | |
| 26 |  Runway Aleph 2.0 | 65±7* | api $0.28/sec | | |
| 28 | Wan 2.6 | 65±1 | api $0.10/sec | | |
| 31 | Kling O3 Pro | 64±4* | api $0.11/sec | | |
| 32 | Seedance 1.0 Pro Fast | 62±11* | api $0.049/sec | | |
| 33 | Wan 2.5 Preview | 61±2 | api $0.10/sec | | |
| 34 | Kling 2.6 Pro | 59±2 | api $0.070/sec | | |
| 35 |  PixVerse V5.6 | 59±2 | api $0.045/sec | | |
| 36 | Runway Gen-4.5 | 58±2 | api $0.12/sec | | |
| 37 | Wan 2.1 I2V Plus | 58±5* | api price unknown | | |
| 39 | Seedance 1.5 Pro | 58±2 | api $0.052/sec | | |
| 40 | Kling 2.5 Turbo Pro | 57±2 | api $0.070/sec | | |
| 42 | Wan 2.2 I2V A14B · gguf-q4_k_m ×2 experts + umt5 q8_0 (sd.cpp) | 56±2 | local | +2 | |
| 43 | Seedance 1.0 Pro | 56±2 | api $0.052/sec | | |
| 44 | Kling O1 Pro | 56±2* | api $0.11/sec | | |
| 45 | Wan 2.6 Flash | 55±7* | api $0.025/sec | | |
| 46 |  P-Video | 55±2 | api $0.020/sec | | |
| 47 | Vidu Q2 Turbo | 55±3* | api $0.050/sec | | |
| 48 | Hailuo 2.3 | 55±2 | api $0.047/sec | | |
| 51 | Kling 2.1 Standard | 54±3* | api $0.050/sec | | |
| 52 | Hailuo 02 | 54±2 | api $0.047/sec | | |
| 53 |  LTX-2.5 · fp8 | 53±6* | local | | |
| 55 |  HunyuanVideo 1.5 (I2V) | 53±2 | api $0.075/sec | +2 | |
| 56 | Kling 2.1 Master | 53±2* | api $0.28/sec | | |
| 57 |  Kandinsky 5.0 Pro | 52±2* | api $0.040/sec | | |
| 59 | HunyuanVideo 1.5 · bf16 | 52±2 | local | | |
| 60 |  Cosmos3-Nano · bf16 | 52±3 | local (slow) | | |
| 61 | PixVerse 5.5 | 52±10* | api $0.060/sec | | |
| 63 |  LongCat-Video | 51±2 | api $0.040/sec | | |
| 64 | Kandinsky 6.0 Video Lite · bf16 + model CPU offload | 51±7*† | local (slow) | | |
| 67 | Wan 2.2 A14B · gguf-q4_k_m ×2 experts + umt5 q8_0 (sd.cpp) | 50±2 | local | | |
| 71 |  Open-Sora Plan v1.3 (T2V) · bf16 | 49±7* | local | | |
| 80 | Wan 2.1 14B · gguf-q8_0 + umt5 q8_0 (sd.cpp) | 47±2 | local |  | |
| 81 | Wan 2.2 TI2V 5B · fp16 + umt5 q8_0 (sd.cpp) | 47±2 | local | +3 | |
| 82 | Kandinsky 5.0 T2V Lite · bf16 | 47±2* | local | | |
| 83 | LTX-2 19B Distilled | 47±8* | api $0.020/sec | | |
| 85 |  CogVideoX-5B-I2V · bf16 | 46±4 | local | | |
| 86 | Cosmos-1.0-Diffusion-7B-Text2World · bf16 | 46±3 | local | | |
| 87 | Hailuo 01 (MiniMax video-01 / I2V-01) | 46±4* | api $0.083/sec | | |
| 91 | CogVideoX-5B · bf16 | 44±2 | local | | |
| 93 | Wan 2.1 I2V Turbo | 43±7* | api price unknown | | |
| 96 |  Pyramid Flow (SD3) · bf16 | 42±3* | local | | |
| 99 | Wan 2.1 T2V 1.3B · fp16 + umt5 q8_0 (sd.cpp) | 40±4 | local | | |
| 100 |  Mochi 1 · bf16 | 40±2 | local | | |
| 102 | Open-Sora Plan v1.3 (I2V) · bf16 | 39±7* | local | | |
| 105 | HunyuanVideo | 39±3 | api price unknown +local | | |
| 107 |  T2V-Turbo-v2 · fp32 | 38±5* | local | | |
| 109 | T2V-Turbo (VC2) · fp32 | 38±3† | local | | |
| 110 | Runway Gen-4 Turbo | 37±3* | api $0.050/sec | | |
| 112 | LTX-2.3 | 36±3 | api $0.040/sec +local | | |
| 113 | CogVideoX1.5-5B · bf16 + sequential CPU offload | 36±2 | local (slow) | | |
| 114 | CogVideoX-2B · fp16 | 36±2 | local | | |
| 115 |  Pika 2.2 | 36±2 | api $0.040/sec | | |
| 116 |  Allegro · bf16 | 35±2 | local | | |
| 118 |  VideoCrafter2 · fp32 | 34±2 | local | | |
| 121 |  Open-Sora 1.1 · bf16 | 32±7* | local | | |
| 122 |  LaVie (base T2V) · fp16 | 32±2 | local | | |
| 123 | LTX-Video 0.9 (2B) · bf16 | 32±3* | local | | |
| 125 |  NOVA-0.6B T2V · fp16 | 29±3* | local | | |
| 126 | ZeroScope v2 576w · fp16 | 27±3 | local | | |
| 127 |  Hotshot-XL · fp16 | 27±2 | local | | |
| 130 | Open-Sora 1.2 · bf16 | 27±3 | local (slow) | | |
| 133 | VideoCrafter1 T2V · official script (checkpoint as stored) | 26±2 | local | | |
| 135 |  LVDM (text-to-video) · fp32 | 25±3* | local | | |
| 136 |  ModelScope T2V 1.7B · fp16 | 25±2 | local | | |
| 138 | ZeroScope v2 XL (576w → XL pipeline) · fp16 + model CPU offload (576w base, then XL vid2vid) | 24±2 | local | | |
| 139 | CogVideo 9B (original) · fp16 (--fp16), both stages | 23±7* | local (slow) | | |
| — | AnimateDiff SD 1.5 v2 motion adapter · fp32 motion module + SD 1.5 (sd.cpp) | no reviewed results | local | ||
| — |  Stable Video Diffusion (SVD, 14 frames) · fp16 · CPU offload | no reviewed results | local | ||
| — | Stable Video Diffusion XT (25 frames) · fp16 · CPU offload | no reviewed results | local |
+ 52 more don't fit your machine or budget · show them
142 of 142 catalogue models listed here · sources and licences
* new or thinly tested: ranked on too few benchmark results · † only the maker’s own numbers so far · ~RAM is estimated; full context may need more memory