Seedance
ByteDance's frontier video generation family for multimodal, audio-video, short-form, and cinematic creator workflows.
适合用途: cinematic short clips, multi-shot storytelling, audio-video generation
9248 个模型/产品 × 评分维度 × 公开证据. Updated 2026-08-01. Score formula: model_quality_proxy 24% + capability_depth 16% + access_and_pricing 12% + version_maturity 12% + ecosystem_popularity 10% + web_authority 10% + company_distribution 10% + source_confidence 6%.
Start with the use case, then use the full ranking to check score, access, evidence coverage, and tradeoffs.
The five highest-ranked options are shown here before the full 48 model table.
ByteDance's frontier video generation family for multimodal, audio-video, short-form, and cinematic creator workflows.
适合用途: cinematic short clips, multi-shot storytelling, audio-video generation
92Kuaishou's broad AI video and image generation platform for text-to-video, image-to-video, native audio, references, and creator effects.
适合用途: consumer creator workflows, native audio clips, storyboarded short video
92Lightricks' open-weight and productized video model family, notable for synchronized audio-video generation and production-oriented open deployment.
适合用途: open-weight audio-video, local deployment, custom LoRA workflows
89Alibaba's open and commercial video model family, with strong community adoption and variants for text, image, speech, and animation-driven video.
适合用途: open-weight benchmarking, developer workflows, image-to-video
87A mature creative video generation platform and model family for production-style image-to-video, text-to-video, editing, and workflow automation.
适合用途: production workflows, image-to-video, video editing
8748 个模型/产品按总分排序. Formula: model_quality_proxy 24% + capability_depth 16% + access_and_pricing 12% + version_maturity 12% + ecosystem_popularity 10% + web_authority 10% + company_distribution 10% + source_confidence 6%.
排名说明: This ranking is not a final measure / true market share, revenue, or absolute output quality. Scores are affected by public evidence coverage, paid API availability, live benchmark gaps, current pricing, regional access, and source freshness. Provisional entries are kept visible and labeled while live benchmark, pricing, region, and paid API data are collected.
| Rank | Product / 模型 | 公司 | Score | 开源/闭源 | 适合用途 | 参数细节 | 排名理由 | 覆盖度 / 可信度 |
|---|---|---|---|---|---|---|---|---|
| 1 | Seedance |
ByteDance | 92 |
Closed | cinematic short clips, multi-shot storytelling, audio-video generation, reference-guided video | Quality 96 Features 100 Maturity 97 Price/access 88 Web authority 100 |
排名 1 reflects an overall score / 92. Strong matched external evidence: Artificial Analysis and Arena snapshots place Seedance 2.0 near the top; Vercel AI Gateway snapshot shows leading video usage share. For a buyer, the biggest positives are Quality 96 and Features 100. Quality is scored at 96 from public benchmark or leaderboard evidence where available. Feature depth is 100, mainly from T2v, I2v, V2v. Price/access is 88; current access is Closed Web, Closed Api, Aggregator. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 100, with 36803 sampled sitemap URLs as a public visibility signal. 公司 distribution is 80, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 2 | Kling |
Kuaishou | 92 |
Closed | consumer creator workflows, native audio clips, storyboarded short video, reference control | Quality 91 Features 97 Maturity 100 Price/access 88 Web authority 100 |
排名 2 reflects an overall score / 92. External leaderboard coverage is strong, with Arena snapshot listing Kling v3 near leading I2V systems and Artificial Analysis tracking Kling variants. For a buyer, the biggest positives are Quality 91 and Features 97. Quality is scored at 91 from public benchmark or leaderboard evidence where available. Feature depth is 97, mainly from T2v, I2v, Reference To Video. Price/access is 88; current access is Closed Web, Closed Api, Aggregator. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 100, with 7959 sampled sitemap URLs as a public visibility signal. 公司 distribution is 88, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 3 | LTX Video |
Lightricks | 89 |
Open weights | open-weight audio-video, local deployment, custom LoRA workflows, API video generation | Quality 79 Features 100 Price/access 96 Maturity 96 Ecosystem 100 |
排名 3 reflects an overall score / 89. LTX has open repository evidence and third-party catalogue/leaderboard presence; live score snapshots are required for exact rank. For a buyer, the biggest positives are Quality 79 and Features 100. Quality is scored at 79 from public benchmark or leaderboard evidence where available. Feature depth is 100, mainly from T2v, I2v, V2v. Price/access is 96; current access is Open 权重s, Closed Api, Closed Web. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 85, with 402 sampled sitemap URLs as a public visibility signal. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 4 | Wan |
Alibaba Group | 87 |
Open weights | open-weight benchmarking, developer workflows, image-to-video, animation and character replacement | Quality 92 Features 76 Maturity 99 Price/access 88 Ecosystem 100 |
排名 4 reflects an overall score / 87. Wan appears in Artificial Analysis and Arena snapshots, and the open repository/paper provide reproducible public evidence. For a buyer, the biggest positives are Quality 92 and Features 76. Quality is scored at 92 from public benchmark or leaderboard evidence where available. Feature depth is 76, mainly from T2v, I2v, Ti2v. Price/access is 88; current access is Open 权重s, Closed Api, Aggregator. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 59. 公司 distribution is 88, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 5 | Runway Gen |
Runway | 87 |
Closed | production workflows, image-to-video, video editing, keyframes | Quality 81 Features 100 Maturity 100 Price/access 88 Web authority 96 |
排名 5 reflects an overall score / 87. Runway has mature product evidence and public leaderboard presence; exact current model rank needs live leaderboard collection. For a buyer, the biggest positives are Quality 81 and Features 100. Quality is scored at 81 from public benchmark or leaderboard evidence where available. Feature depth is 100, mainly from T2v, I2v, V2v. Price/access is 88; current access is Closed Web, Closed Api, Aggregator. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 96, with 476 sampled sitemap URLs as a public visibility signal. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 6 | Veo |
Google DeepMind | 86 |
Closed | cinematic generation, image-referenced clips, vertical short-form video, Google ecosystem users | Quality 95 Features 78 Maturity 96 Web authority 94 Price/access 78 |
排名 6 reflects an overall score / 86. Google Gemini Omni Flash/Veo-family entries lead the Artificial Analysis audio-video snapshot and rank highly in Arena/Vercel snapshots. For a buyer, the biggest positives are Quality 95 and Features 78. Quality is scored at 95 from public benchmark or leaderboard evidence where available. Feature depth is 78, mainly from T2v, I2v, Ingredients To Video. Price/access is 78; current access is Closed Web, Closed Api. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 94, with 315 sampled sitemap URLs as a public visibility signal. 公司 distribution is 80, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 7 | PixVerse |
PixVerse | 86 |
Closed | fast creator clips, first-last-frame transitions, video extension, reference fusion | Quality 87 Features 93 Maturity 89 Price/access 88 Web authority 100 |
排名 7 reflects an overall score / 86. PixVerse variants appear in Artificial Analysis and Arena snapshots; V6 official samples and API docs support current capability claims. For a buyer, the biggest positives are Quality 87 and Features 93. Quality is scored at 87 from public benchmark or leaderboard evidence where available. Feature depth is 93, mainly from T2v, I2v, Transition. Price/access is 88; current access is Closed Web, Closed Api, Aggregator. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 100, with 1359 sampled sitemap URLs as a public visibility signal. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 8 | Luma Ray |
Luma AI | 85 |
Closed | cinematic clips, multi-keyframe direction, professional pipelines, HDR/EXR workflows | Quality 82 Features 100 Maturity 100 Price/access 78 Web authority 90 |
排名 8 reflects an overall score / 85. Arena snapshot places Luma Ray 3 in the top-ten I2V region; official Ray docs support high-control workflow evidence. For a buyer, the biggest positives are Quality 82 and Features 100. Quality is scored at 82 from public benchmark or leaderboard evidence where available. Feature depth is 100, mainly from T2v, I2v, V2v. Price/access is 78; current access is Closed Web, Closed Api. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 90, with 162 sampled sitemap URLs as a public visibility signal. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 9 | HunyuanVideo |
Tencent | 84 |
Open weights | open-weight testing, developer experiments, self-hosted video generation, avatar and I2V research | Quality 80 Maturity 99 Features 73 Price/access 88 Ecosystem 100 |
排名 9 reflects an overall score / 84. HunyuanVideo is tracked by public leaderboards and has strong open-weight repository evidence, but current frontier placement needs live collection. For a buyer, the biggest positives are Quality 80 and Maturity 99. Quality is scored at 80 from public benchmark or leaderboard evidence where available. Feature depth is 73, mainly from T2v, I2v, Avatar Video. Price/access is 88; current access is Open 权重s, Closed Web, Aggregator. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 59. 公司 distribution is 88, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 10 | SkyReels |
Skywork AI / Kunlun | 84 |
Open weights | keyframe generation, video extension, reference control, open-model experiments | Quality 77 Features 100 Price/access 100 Ecosystem 100 Maturity 76 |
排名 10 reflects an overall score / 84. SkyReels has open-weight evidence and public model-host presence, with exact live leaderboard position still pending. For a buyer, the biggest positives are Quality 77 and Features 100. Quality is scored at 77 from public benchmark or leaderboard evidence where available. Feature depth is 100, mainly from T2v, I2v, Keyframes. Price/access is 100; current access is Open 权重s, Closed Web, Closed Api, Aggregator. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 59. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 11 | Grok Imagine Video |
xAI | 81 |
Closed | image-to-video with audio, fast mobile generation, Grok users, short creative clips | Quality 88 Features 96 Maturity 86 Price/access 78 Ecosystem 68 |
排名 11 reflects an overall score / 81. Arena snapshot lists xAI Grok Imagine Video near the top / I2V, but exact live rank and API availability need collection. For a buyer, the biggest positives are Quality 88 and Features 96. Quality is scored at 88 from public benchmark or leaderboard evidence where available. Feature depth is 96, mainly from I2v, V2v, Video Editing. Price/access is 78; current access is Closed Web, Closed Api. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 62, with 7 sampled sitemap URLs as a public visibility signal. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 12 | Hailuo |
MiniMax | 79 |
Closed | fast short clips, complex motion, image-to-video, start-end frame control | Quality 85 Maturity 100 Features 72 Price/access 88 Ecosystem 68 |
排名 12 reflects an overall score / 79. MiniMax Hailuo 2.3 appears in Arena snapshot and has official release notes for motion and start/end-frame improvements. For a buyer, the biggest positives are Quality 85 and Maturity 100. Quality is scored at 85 from public benchmark or leaderboard evidence where available. Feature depth is 72, mainly from T2v, I2v, First Last Frame. Price/access is 88; current access is Closed Web, Closed Api, Aggregator. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 59. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 13 | Adobe Firefly Video |
Adobe | 79 |
Closed | commercial-safe video, brand and marketing clips, Adobe ecosystem users, prompt-to-video | Quality 76 Features 78 Price/access 88 Maturity 83 公司 reach 88 |
排名 13 reflects an overall score / 79. Adobe Firefly Video has strong official product and enterprise evidence; external neutral video ranking still requires collection. For a buyer, the biggest positives are Quality 76 and Features 78. Quality is scored at 76 from public benchmark or leaderboard evidence where available. Feature depth is 78, mainly from T2v, I2v, Reference Video. Price/access is 88; current access is Closed Web, Closed Api, Aggregator. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 63, with 30 sampled sitemap URLs as a public visibility signal. 公司 distribution is 88, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 14 | Vidu |
ShengShu Technology | 79 |
Closed | native audio-video stories, short drama clips, narrative ads, multi-speaker scenes | Quality 89 Features 78 Price/access 88 Maturity 81 Ecosystem 68 |
排名 14 reflects an overall score / 79. Vidu Q3 Pro is represented in Arena snapshot among top I2V systems, and official Q3 pages document native audio-video positioning. For a buyer, the biggest positives are Quality 89 and Features 78. Quality is scored at 89 from public benchmark or leaderboard evidence where available. Feature depth is 78, mainly from T2v, I2v, Native Audio. Price/access is 88; current access is Closed Web, Closed Api, Aggregator. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 59. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 15 | CogVideoX |
Zhipu AI / THUDM | 75 |
Open weights | open-source benchmarking, self-hosted T2V, self-hosted I2V, academic comparisons | Quality 74 Maturity 97 Features 67 Ecosystem 100 Price/access 70 |
排名 15 reflects an overall score / 75. CogVideoX is a strong open baseline with paper/repository evidence; current commercial leaderboard relevance is lower. For a buyer, the biggest positives are Maturity 97 and Ecosystem 100. Quality is scored at 74 from public benchmark or leaderboard evidence where available. Feature depth is 67, mainly from T2v, I2v, Open 权重s. Price/access is 70; current access is Open 权重s, Aggregator. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 38. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Features 67 still trails stronger alternatives or needs fresher proof. |
source-backed / high confidence |
| 16 | HappyHorse |
Alibaba Group | 75 |
Closed | benchmark tracking, image-to-video, native-audio model watchlist, Alibaba ecosystem monitoring | Quality 87 Features 69 Maturity 76 公司 reach 88 Price/access 70 |
排名 16 reflects an overall score / 75. Arena snapshot lists Alibaba HappyHorse among the strongest I2V labs, but first-party product documentation remains thinner. For a buyer, the biggest positives are Quality 87 and Maturity 76. Quality is scored at 87 from public benchmark or leaderboard evidence where available. Feature depth is 69, mainly from I2v, T2v, Native Audio. Price/access is 70; current access is Closed Api, Aggregator. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 38. 公司 distribution is 88, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 95; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Features 69 still trails stronger alternatives or needs fresher proof. |
source-backed / high confidence |
| 17 | Sora |
OpenAI | 74 |
Closed | historical frontier comparison, audio-video generation, physics-heavy prompts, world simulation | Quality 55 Features 81 Maturity 99 Price/access 78 公司 reach 80 |
排名 17 reflects an overall score / 74. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Features 81 and Maturity 99. Quality is scored at 55 from public benchmark or leaderboard evidence where available. Feature depth is 81, mainly from T2v, I2v, Native Audio. Price/access is 78; current access is Closed Web, Closed Api. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 57, with 34 sampled sitemap URLs as a public visibility signal. 公司 distribution is 80, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 55 still trails stronger alternatives or needs fresher proof. |
source-backed / high confidence |
| 18 | Pika |
Pika | 73 |
Closed | social video effects, quick ideation, image animation, stylized clips | Quality 75 Features 73 Maturity 84 Price/access 70 Ecosystem 68 |
排名 18 reflects an overall score / 73. Pika has public product/review evidence and some leaderboard/catalogue presence, but current rank requires live collection. For a buyer, the biggest positives are Quality 75 and Maturity 84. Quality is scored at 75 from public benchmark or leaderboard evidence where available. Feature depth is 73, mainly from T2v, I2v, Effects. Price/access is 70; current access is Closed Web, Aggregator. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 59. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 95; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. |
source-backed / high confidence |
| 19 | Haiper |
Haiper | 67 |
Closed | consumer video generation, keyframe workflows, video enhancement, API experiments | Quality 66 Features 80 Price/access 78 Ecosystem 68 公司 reach 62 |
排名 19 reflects an overall score / 67. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Features 80 and Price/access 78. Quality is scored at 66 from public benchmark or leaderboard evidence where available. Feature depth is 80, mainly from T2v, I2v, Keyframes. Price/access is 78; current access is Closed Web, Closed Api. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 52. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 83; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 66 and Ecosystem 68 still trails stronger alternatives or needs fresher proof. |
provisional / high confidence |
| 20 | Stable Video Diffusion |
Stability AI | 67 |
Open weights | historical baseline, open image-to-video, research comparison | Quality 64 Ecosystem 100 Web authority 92 Features 53 Maturity 63 |
排名 20 reflects an overall score / 67. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 100 and Web authority 92. Quality is scored at 64 from public benchmark or leaderboard evidence where available. Feature depth is 53, mainly from I2v, Open 权重s. Price/access is 48; current access is Open 权重s, Research Only, Aggregator. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 92, with 238 sampled sitemap URLs as a public visibility signal. 公司 distribution is 46, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 98; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 64 and Features 53 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 21 | Mochi |
Genmo | 67 |
Open weights | open-source benchmarking, local text-to-video, community fine-tuning, academic tests | Quality 70 Ecosystem 100 Features 56 Price/access 70 Maturity 63 |
排名 21 reflects an overall score / 67. Mochi has reproducible open-weight evidence and community adoption; current frontier leaderboard data remains sparse. For a buyer, the biggest positives are Ecosystem 100. Quality is scored at 70 from public benchmark or leaderboard evidence where available. Feature depth is 56, mainly from T2v, Open 权重s, Lora. Price/access is 70; current access is Open 权重s, Aggregator. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 28. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 100; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Features 56 still trails stronger alternatives or needs fresher proof. |
source-backed / high confidence |
| 22 | Krea Video |
Krea | 67 |
Closed | multi-model comparison, consumer model discovery, creative iteration, restyle workflows | Quality 69 Features 65 Web authority 100 Price/access 62 公司 reach 62 |
排名 22 reflects an overall score / 67. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Web authority 100. Quality is scored at 69 from public benchmark or leaderboard evidence where available. Feature depth is 65, mainly from T2v, I2v, Extend. Price/access is 62; current access is Closed Web, Aggregator. Ecosystem heat is 54. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 100, with 1070 sampled sitemap URLs as a public visibility signal. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 87; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 69 and Features 65 still trails stronger alternatives or needs fresher proof. |
source-backed / high confidence |
| 23 | Cosmos |
NVIDIA | 66 |
Open weights | physical AI, robotics simulation, synthetic data, world-model research | Quality 72 Ecosystem 100 Web authority 100 Features 40 公司 reach 62 |
排名 23 reflects an overall score / 66. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 100 and Web authority 100. Quality is scored at 72 from public benchmark or leaderboard evidence where available. Feature depth is 40, mainly from World Generation, Video Generation, Simulation. Price/access is 50; current access is Open 权重s, Closed Api, Research Only. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 100, with 11225 sampled sitemap URLs as a public visibility signal. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 94; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Features 40 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 24 | MuseSteamer |
Baidu | 64 |
Closed | China market coverage, Baidu ecosystem, cloud API tracking | Quality 64 Features 59 Price/access 78 公司 reach 70 Ecosystem 68 |
排名 24 reflects an overall score / 64. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Price/access 78. Quality is scored at 64 from public benchmark or leaderboard evidence where available. Feature depth is 59, mainly from T2v, I2v, Video Generation. Price/access is 78; current access is Closed Api, Closed Web. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 59. 公司 distribution is 70, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 79; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 64 and Features 59 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 25 | Leonardo Motion |
Leonardo Ai | 64 |
Closed | image-to-video for creators, design concept animation, Leonardo ecosystem users | Quality 65 Features 71 Price/access 88 Ecosystem 68 Maturity 48 |
排名 25 reflects an overall score / 64. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Price/access 88. Quality is scored at 65 from public benchmark or leaderboard evidence where available. Feature depth is 71, mainly from T2v, I2v, Animation. Price/access is 88; current access is Closed Web, Closed Api, Aggregator. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 35. 公司 distribution is 54, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 91; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 65 and Ecosystem 68 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 26 | MiracleVision |
Meitu | 63 |
Closed | visual design workflows, image-video creation, China-market coverage | Quality 62 Price/access 70 Web authority 80 Features 45 公司 reach 70 |
排名 26 reflects an overall score / 63. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Web authority 80. Quality is scored at 62 from public benchmark or leaderboard evidence where available. Feature depth is 45, mainly from Image Generation, Video Generation, Video Editing. Price/access is 70; current access is Closed Web, Closed Api. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 80, with 29 sampled sitemap URLs as a public visibility signal. 公司 distribution is 70, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 79; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 62 and Features 45 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 27 | PrunaAI p-video |
Pruna AI | 62 |
Closed | API catalogue tracking, model optimization watchlist | Quality 61 Features 59 Web authority 87 Price/access 62 公司 reach 62 |
排名 27 reflects an overall score / 62. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Web authority 87. Quality is scored at 61 from public benchmark or leaderboard evidence where available. Feature depth is 59, mainly from T2v, I2v, Audio To Video. Price/access is 62; current access is Closed Api, Aggregator. Ecosystem heat is 54. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 87, with 93 sampled sitemap URLs as a public visibility signal. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 75; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 61 and Features 59 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 28 | Higgsfield |
Higgsfield | 61 |
Closed | camera-move templates, social video, character creator clips | Quality 67 Web authority 100 Features 57 Price/access 52 Ecosystem 54 |
排名 28 reflects an overall score / 61. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Web authority 100. Quality is scored at 67 from public benchmark or leaderboard evidence where available. Feature depth is 57, mainly from I2v, Camera Control, Templates. Price/access is 52; current access is Closed Web. Ecosystem heat is 54. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 100, with 822 sampled sitemap URLs as a public visibility signal. 公司 distribution is 54, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 67; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 67 and Features 57 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 29 | Hailuo Live |
MiniMax | 60 |
Closed | image animation, stylized I2V, character movement | Quality 71 Price/access 70 Features 45 Ecosystem 68 公司 reach 62 |
排名 29 reflects an overall score / 60. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. Quality is scored at 71 from public benchmark or leaderboard evidence where available. Feature depth is 45, mainly from I2v, Stylized Video. Price/access is 70; current access is Closed Web, Closed Api. Ecosystem heat is 68. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 59. 公司 distribution is 62, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 67; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Features 45 and Ecosystem 68 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 30 | DomoAI |
DomoAI | 60 |
Closed | video-to-video stylization, anime transformations, social clips | Quality 60 Web authority 100 Features 59 Price/access 52 Ecosystem 54 |
排名 30 reflects an overall score / 60. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Web authority 100. Quality is scored at 60 from public benchmark or leaderboard evidence where available. Feature depth is 59, mainly from V2v, Style Transfer, I2v. Price/access is 52; current access is Closed Web. Ecosystem heat is 54. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 100, with 794 sampled sitemap URLs as a public visibility signal. 公司 distribution is 54, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 75; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 60 and Features 59 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 31 | VideoCrafter |
Ailab Cvc | 57 |
Open weights | research baselines, open T2V, open I2V | Quality 57 Features 67 Ecosystem 100 Maturity 61 证据 confidence 90 |
排名 31 reflects an overall score / 57. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 100. Quality is scored at 57 from public benchmark or leaderboard evidence where available. Feature depth is 67, mainly from T2v, I2v, Open 权重s. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 28. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 90; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 57 and Features 67 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 32 | Open-Sora |
Hpcaitech | 56 |
Open weights | open research, training experiments, benchmark baselines | Quality 61 Features 70 Ecosystem 100 Maturity 48 证据 confidence 78 |
排名 32 reflects an overall score / 56. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 100. Quality is scored at 61 from public benchmark or leaderboard evidence where available. Feature depth is 70, mainly from T2v, I2v, Open 权重s. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 28. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 78; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 61 and Maturity 48 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 33 | Kaiber |
Kaiber | 55 |
Closed | music videos, beat-sync visuals, visual remixing, stylized creative videos | Quality 58 Web authority 79 Features 40 Price/access 52 Ecosystem 54 |
排名 33 reflects an overall score / 55. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Web authority 79. Quality is scored at 58 from public benchmark or leaderboard evidence where available. Feature depth is 40, mainly from Image To Video, Audio Reactive Video, Video Remix. Price/access is 52; current access is Closed Web. Ecosystem heat is 54. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 79, with 24 sampled sitemap URLs as a public visibility signal. 公司 distribution is 54, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 75; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 58 and Features 40 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 34 | EasyAnimate |
Alibaba Pai | 55 |
Open weights | open generation framework, T2V/I2V experiments, community workflows | Quality 58 Features 78 Ecosystem 99 证据 confidence 74 Web authority 38 |
排名 34 reflects an overall score / 55. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Features 78 and Ecosystem 99. Quality is scored at 58 from public benchmark or leaderboard evidence where available. Feature depth is 78, mainly from T2v, I2v, Video Editing. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 99. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 38. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 74; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 58 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 35 | Agnes Video |
Sapiens AI | 54 |
Closed | watchlist tracking, leaderboard monitoring | Quality 63 Features 55 Price/access 56 Maturity 47 Ecosystem 54 |
排名 35 reflects an overall score / 54. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. Quality is scored at 63 from public benchmark or leaderboard evidence where available. Feature depth is 55, mainly from T2v, Native Audio. Price/access is 56; current access is Closed Api, Aggregator. Ecosystem heat is 54. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 28. 公司 distribution is 52, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 67; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 63 and Features 55 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 36 | Movie Gen |
Meta | 54 |
Research | research context, personalized-video comparison, video editing benchmarks | Quality 73 Features 59 Ecosystem 54 公司 reach 54 证据 confidence 87 |
排名 36 reflects an overall score / 54. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. Quality is scored at 73 from public benchmark or leaderboard evidence where available. Feature depth is 59, mainly from T2v, Personalized Video, Video Editing. Price/access is 6; current access is Research Only. Ecosystem heat is 54. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 52. 公司 distribution is 54, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 87; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Features 59 and Ecosystem 54 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 37 | Open-Sora-Plan |
Pku Yuangroup | 53 |
Open weights | open research, historical benchmark baselines | Quality 59 Features 70 Ecosystem 100 证据 confidence 74 Price/access 30 |
排名 37 reflects an overall score / 53. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 100. Quality is scored at 59 from public benchmark or leaderboard evidence where available. Feature depth is 70, mainly from T2v, I2v, Open 权重s. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 28. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 74; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 59 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 38 | AnimateDiff |
Animatediff Community | 52 |
Open weights | motion modules, community workflows, stylized animation | Quality 55 Ecosystem 100 Features 45 Maturity 58 证据 confidence 94 |
排名 38 reflects an overall score / 52. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 100. Quality is scored at 55 from public benchmark or leaderboard evidence where available. Feature depth is 45, mainly from Image Animation, Motion Module, Open 权重s. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 28. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 94; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 55 and Features 45 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 39 | Pyramid Flow |
Pyramid Flow Team | 52 |
Open weights | open research, T2V/I2V baseline tests | Quality 57 Features 67 Ecosystem 100 证据 confidence 74 Price/access 30 |
排名 39 reflects an overall score / 52. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 100. Quality is scored at 57 from public benchmark or leaderboard evidence where available. Feature depth is 67, mainly from T2v, I2v, Open 权重s. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 28. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 74; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 57 and Features 67 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 40 | FramePack |
Lllyasviel | 51 |
Open weights | long-video experiments, image-to-video research, open workflow testing | Quality 60 Ecosystem 100 Features 56 证据 confidence 74 Price/access 30 |
排名 40 reflects an overall score / 51. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 100. Quality is scored at 60 from public benchmark or leaderboard evidence where available. Feature depth is 56, mainly from I2v, Long Video, Open 权重s. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 28. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 74; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 60 and Features 56 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 41 | Lumiere |
Google Research | 50 |
Research | research history, space-time diffusion context, video editing research | Quality 68 Features 65 Ecosystem 54 Web authority 52 证据 confidence 83 |
排名 41 reflects an overall score / 50. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. Quality is scored at 68 from public benchmark or leaderboard evidence where available. Feature depth is 65, mainly from T2v, I2v, Stylization. Price/access is 6; current access is Research Only. Ecosystem heat is 54. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 52. 公司 distribution is 20, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 83; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 68 and Features 65 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 42 | ToonCrafter |
Tooncrafter Team | 48 |
Open weights | cartoon interpolation, anime-style animation, specialized I2V | Quality 53 Ecosystem 100 Features 48 证据 confidence 74 Price/access 30 |
排名 42 reflects an overall score / 48. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 100. Quality is scored at 53 from public benchmark or leaderboard evidence where available. Feature depth is 48, mainly from I2v, Interpolation, Animation. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 28. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 74; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 53 and Features 48 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 43 | Allegro |
Rhymes Ai | 48 |
Open weights | open-model tracking, research comparison | Quality 54 Ecosystem 90 Features 53 证据 confidence 74 Price/access 30 |
排名 43 reflects an overall score / 48. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 90. Quality is scored at 54 from public benchmark or leaderboard evidence where available. Feature depth is 53, mainly from T2v, Open 权重s. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 90. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 28. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 74; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 54 and Features 53 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 44 | Text2Video-Zero |
Picsart Ai Research | 47 |
Open weights | historical research, training-free T2V comparison | Quality 45 Ecosystem 100 Features 45 证据 confidence 90 Maturity 38 |
排名 44 reflects an overall score / 47. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Ecosystem 100 and 证据 confidence 90. Quality is scored at 45 from public benchmark or leaderboard evidence where available. Feature depth is 45, mainly from T2v, Research Only. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 100. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 28. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 90; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 45 and Features 45 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 45 | I2VGen-XL |
Alibaba Vilab | 47 |
Open weights | image-to-video research, historical baseline, open-model comparison | Quality 58 Features 53 证据 confidence 90 Maturity 38 Ecosystem 39 |
排名 45 reflects an overall score / 47. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are 证据 confidence 90. Quality is scored at 58 from public benchmark or leaderboard evidence where available. Feature depth is 53, mainly from I2v, Open 权重s. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 39. Because it is open, GitHub activity and the self-hosting ecosystem help the ecosystem score. SEO/web authority is 38. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 90; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 58 and Features 53 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 46 | VASA |
Microsoft Research | 47 |
Research | talking-face research, audio-driven portrait video, avatar category context | Quality 62 Web authority 86 Features 37 Ecosystem 54 Maturity 38 |
排名 46 reflects an overall score / 47. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. For a buyer, the biggest positives are Web authority 86. Quality is scored at 62 from public benchmark or leaderboard evidence where available. Feature depth is 37, mainly from Audio Driven Video, Portrait Animation, Research Only. Price/access is 6; current access is Research Only. Ecosystem heat is 54. Closed models are not assigned zero GitHub traction; GitHub is marked n/a. SEO/web authority is 86, with 79 sampled sitemap URLs as a public visibility signal. 公司 distribution is 20, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 75; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 62 and Features 37 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 47 | DAMO Text-to-Video |
Alibaba Damo | 44 |
Open weights | historical baseline, early T2V comparison | Quality 50 Features 53 Maturity 38 Ecosystem 45 证据 confidence 75 |
排名 47 reflects an overall score / 44. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. Quality is scored at 50 from public benchmark or leaderboard evidence where available. Feature depth is 53, mainly from T2v, Open 权重s. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 45. Open model needs non-GitHub source metrics or a confirmed canonical repository. SEO/web authority is 38. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 75; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 50 and Features 53 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
| 48 | Zeroscope |
Zeroscope Community | 43 |
Open weights | historical open baseline, early T2V comparison | Quality 48 Features 53 Maturity 38 Ecosystem 45 证据 confidence 75 |
排名 48 reflects an overall score / 43. Provisional quality proxy based on official/research evidence and catalogue presence; exact external rank requires live leaderboard/API collection. Quality is scored at 48 from public benchmark or leaderboard evidence where available. Feature depth is 53, mainly from T2v, Open 权重s. Price/access is 30; current access is Open 权重s, Research Only. Ecosystem heat is 45. Open model needs non-GitHub source metrics or a confirmed canonical repository. SEO/web authority is 28. 公司 distribution is 30, which matters because large apps, APIs, or creator tools can make a model easier to find and use. 证据 confidence is 75; remaining gaps include live Artificial Analysis rank/Elo by modality, live Arena AI rank/score by modality. It does not rank higher because Quality 48 and Features 53 still trails stronger alternatives or needs fresher proof. |
provisional / medium confidence |
总分来自评分数据集,按权重合成为 0-100 分。
| 维度 | 权重 | 使用依据 |
|---|---|---|
| model_quality_proxy | 24% | External benchmark and leaderboard evidence, plus quality proxy notes when live benchmark data is incomplete. |
| capability_depth | 16% | Supported workflows such as T2V, I2V, V2V, references, editing, native audio, API access, and open weights where present. |
| access_and_pricing | 12% | Public web/API access, aggregator routes, free tier and pricing notes, regional availability, and pricing gaps. |
| version_maturity | 12% | Release history, current version events, official docs, news/version monitoring, and recency. |
| ecosystem_popularity | 10% | GitHub stars/forks/activity for open models, third-party catalogues, adoption signals, and explicit n/a handling for closed models. |
| web_authority | 10% | SEO/web authority records, reachable product/company domains, robots/sitemap data, and sampled sitemap footprint. |
| company_distribution | 10% | 公司 profile, product distribution channels, consumer apps, cloud/API distribution, and enterprise reach. |
| source_confidence | 6% | First-party links, external benchmark support, freshness, missing-data gaps, and manual provisional status. |
Use the full ranking first, then narrow it by what you actually need to make.
Easy web products with strong access, clear entry points, and broad consumer workflows.
Good fit because social video effects, quick ideation, image animation. Scenario match 6 signal(s), Price/access 70.
Good fit because cinematic short clips, multi-shot storytelling, audio-video generation. Scenario match 4 signal(s), Price/access 88.
Good fit because keyframe generation, video extension, reference control. Scenario match 3 signal(s), Price/access 100.
Good fit because production workflows, image-to-video, video editing. Scenario match 3 signal(s), Price/access 88.
Good fit because fast creator clips, first-last-frame transitions, video extension. Scenario match 3 signal(s), Price/access 88.
Tools that fit short-form marketing, product clips, references, and fast iteration.
Good fit because cinematic short clips, multi-shot storytelling, audio-video generation. Scenario match 3 signal(s), Features 100.
Good fit because consumer creator workflows, native audio clips, storyboarded short video. Scenario match 2 signal(s), Features 97.
Good fit because cinematic clips, multi-keyframe direction, professional pipelines. Scenario match 2 signal(s), Features 100.
Good fit because keyframe generation, video extension, reference control. Scenario match 2 signal(s), Features 100.
Good fit because fast creator clips, first-last-frame transitions, video extension. Scenario match 2 signal(s), Features 93.
Frontier models for realistic motion, camera language, visual quality, and storytelling.
Good fit because cinematic short clips, multi-shot storytelling, audio-video generation. Scenario match 4 signal(s), Quality 96.
Good fit because production workflows, image-to-video, video editing. Scenario match 2 signal(s), Quality 81.
Good fit because consumer creator workflows, native audio clips, storyboarded short video. Scenario match 1 signal(s), Quality 91.
Good fit because cinematic generation, image-referenced clips, vertical short-form video. Scenario match 1 signal(s), Quality 95.
Good fit because open-weight benchmarking, developer workflows, image-to-video. Scenario match 1 signal(s), Quality 92.
Good fits for anime, illustration, character looks, stylized clips, and creator effects.
Good fit because consumer creator workflows, native audio clips, storyboarded short video. Scenario match 2 signal(s), Features 97.
Good fit because native audio-video stories, short drama clips, narrative ads. Scenario match 3 signal(s), Features 78.
Good fit because fast short clips, complex motion, image-to-video. Scenario match 3 signal(s), Features 72.
Good fit because cinematic short clips, multi-shot storytelling, audio-video generation. Scenario match 1 signal(s), Features 100.
Good fit because production workflows, image-to-video, video editing. Scenario match 1 signal(s), Features 100.
模型s with API access, aggregator routes, or developer-friendly distribution.
Good fit because cinematic short clips, multi-shot storytelling, audio-video generation. Scenario match 2 signal(s), Price/access 88.
Good fit because fast creator clips, first-last-frame transitions, video extension. Scenario match 2 signal(s), Price/access 88.
Good fit because open-weight audio-video, local deployment, custom LoRA workflows. Scenario match 1 signal(s), Price/access 96.
Good fit because cinematic generation, image-referenced clips, vertical short-form video. Scenario match 2 signal(s), Price/access 78.
Good fit because keyframe generation, video extension, reference control. Scenario match 1 signal(s), Price/access 100.
Open-weight or open-source options where GitHub activity, license clarity, and local inference matter.
Good fit because open-weight audio-video, local deployment, custom LoRA workflows. Scenario match 5 signal(s), Ecosystem 100.
Good fit because open-weight testing, developer experiments, self-hosted video generation. Scenario match 5 signal(s), Ecosystem 100.
Good fit because open-source benchmarking, local text-to-video, community fine-tuning. Scenario match 5 signal(s), Ecosystem 100.
Good fit because open-source benchmarking, self-hosted T2V, self-hosted I2V. Scenario match 4 signal(s), Ecosystem 100.
Good fit because open research, T2V/I2V baseline tests. Scenario match 5 signal(s), Ecosystem 100.
Choices that mention audio-video generation, sound generation, lip sync, or native audio workflows.
Good fit because consumer creator workflows, native audio clips, storyboarded short video. Scenario match 6 signal(s), Features 97.
Good fit because native audio-video stories, short drama clips, narrative ads. Scenario match 6 signal(s), Features 78.
Good fit because cinematic short clips, multi-shot storytelling, audio-video generation. Scenario match 4 signal(s), Features 100.
Good fit because keyframe generation, video extension, reference control. Scenario match 4 signal(s), Features 100.
Good fit because fast creator clips, first-last-frame transitions, video extension. Scenario match 4 signal(s), Features 93.
Tools better suited to extending, editing, transforming, or refining existing footage.
Good fit because cinematic short clips, multi-shot storytelling, audio-video generation. Scenario match 5 signal(s), Features 100.
Good fit because production workflows, image-to-video, video editing. Scenario match 4 signal(s), Features 100.
Good fit because image-to-video with audio, fast mobile generation, Grok users. Scenario match 4 signal(s), Features 96.
Good fit because consumer creator workflows, native audio clips, storyboarded short video. Scenario match 3 signal(s), Features 97.
Good fit because keyframe generation, video extension, reference control. Scenario match 3 signal(s), Features 100.
These short summaries translate the parameters into plain buying advice.
排名 1 reflects an overall score / 92. Strong matched external evidence: Artificial Analysis and Arena snapshots place Seedance 2.0 near the top; Vercel AI Gateway snapshot shows leading video usage share. For a buyer, the biggest positives are Qua...
公司: ByteDance
排名 2 reflects an overall score / 92. External leaderboard coverage is strong, with Arena snapshot listing Kling v3 near leading I2V systems and Artificial Analysis tracking Kling variants. For a buyer, the biggest positives are Quality 91 and Fea...
公司: Kuaishou
排名 3 reflects an overall score / 89. LTX has open repository evidence and third-party catalogue/leaderboard presence; live score snapshots are required for exact rank. For a buyer, the biggest positives are Quality 79 and Features 100. Quality is...
公司: Lightricks
排名 4 reflects an overall score / 87. Wan appears in Artificial Analysis and Arena snapshots, and the open repository/paper provide reproducible public evidence. For a buyer, the biggest positives are Quality 92 and Features 76. Quality is scored...
公司: Alibaba Group
排名 5 reflects an overall score / 87. Runway has mature product evidence and public leaderboard presence; exact current model rank needs live leaderboard collection. For a buyer, the biggest positives are Quality 81 and Features 100. Quality is sc...
公司: Runway
排名 6 reflects an overall score / 86. Google Gemini Omni Flash/Veo-family entries lead the Artificial Analysis audio-video snapshot and rank highly in Arena/Vercel snapshots. For a buyer, the biggest positives are Quality 95 and Features 78. Quali...
公司: Google DeepMind
排名 7 reflects an overall score / 86. PixVerse variants appear in Artificial Analysis and Arena snapshots; V6 official samples and API docs support current capability claims. For a buyer, the biggest positives are Quality 87 and Features 93. Quali...
公司: PixVerse
排名 8 reflects an overall score / 85. Arena snapshot places Luma Ray 3 in the top-ten I2V region; official Ray docs support high-control workflow evidence. For a buyer, the biggest positives are Quality 82 and Features 100. Quality is scored at 82...
公司: Luma AI
排名 9 reflects an overall score / 84. HunyuanVideo is tracked by public leaderboards and has strong open-weight repository evidence, but current frontier placement needs live collection. For a buyer, the biggest positives are Quality 80 and Maturi...
公司: Tencent
排名 10 reflects an overall score / 84. SkyReels has open-weight evidence and public model-host presence, with exact live leaderboard position still pending. For a buyer, the biggest positives are Quality 77 and Features 100. Quality is scored at 7...
Ranking inputs come from GitHub open-source metrics, SEO and web authority collection, news/version events, external benchmark snapshots such as Artificial Analysis and Arena where available, official product documentation, company profiles, and manual provisional research notes.
证据/confidence is shown for every item as source-backed, provisional, or missing live data. Closed-source models show GitHub as n/a and are not punished as zero-star projects; open models use repository stars, forks, recency, license clarity, and ecosystem availability as a bounded popularity signal.
The ranking explanation combines quality proxy, feature depth, access/pricing, maturity, open ecosystem, web authority, company distribution, and source confidence so users can see why a model sits above or below nearby alternatives.
Pairwise pages are better when the decision is use-case specific, such as Seedance vs Kling, Veo vs Runway, or Wan vs HunyuanVideo.
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