最佳 AI 视频生成器：45 个片段，盲评打分

• 测试时间：2026 年 11 月 1 日
• 5 个模型
• 3 项任务，每项 3 版
• 45 个片段，0 个失败
• 附原始数据

静音播放全部五条

五个模型使用相同的提示词。每个模型展示的都是 3 版中的第 1 版，因此我们没有挑选好看的版本。点击任意片段即可播放。

简短结论：如果你想用一个模型搞定所有需求，选 Kling 4.0，因为它最差的一版（3.6 分）也比其他模型最差的一版要高。如果更看重价格，选 Wan 3.0，它的综合分与 Kling 持平，每个片段只要 $0.60。Seedance 2.5 紧随其后，在口播片段上与两者持平。MiniMax H3 在运镜场景上表现最好。声明：Hermoso 销售这五个模型的使用权，而 Seedance 2.5 是我们的默认模型。它并没有在任何一项任务中独占鳌头。

选择指南

全能之选

Kling 4.0

这是测试中最稳定的结果。它最差的一版得分 3.6，没有任何一项任务明显拉胯。综合排名与 Wan 3.0 并列第一。

性价比之选

Wan 3.0

综合分与 Kling 持平，每个 6 秒片段只要 $0.60，是测试中细节最清晰、声音最自然的。MiniMax H3 每秒单价更低，但在非场景类任务上得分较低。

人物正面口播

平局：Wan 3.0、Seedance 2.5、Kling 4.0

三者都逐字说出了台词。Wan 扬起的面粉最多，手臂也确实沾满了面粉，但带着一副库存广告式的笑容。Seedance 最有电影质感，但在三版中有一版数错了手指。

带小字标签的产品

Kling 4.0、Wan 3.0 接近

Kling 的每一版都正确呈现了标签上的三行文字，手部动作真实，推近镜头也很自然。它也最贴合简报要求。Seedance 在三版中有一版做出了测试中最好的蜂蜜效果。

繁忙场景中的运镜

MiniMax H3，其次是 Wan 和 Kling

镜头揭示得最高，骑行者在结尾仍在画面中。它的时长是 8 秒，其他模型为 6 秒，这对缓慢的运镜更有帮助。Wan 3.0 和 Kling 4.0 都在我们的并列范围内。

需要快速出片时

Veo 3.1

中位数用时约 66 秒完成，其余模型为 156 至 238 秒。静态画面很漂亮，但比其他模型更常跳过简报中的步骤，而且价格最高。

评分

每个片段由两位独立的盲评裁判按六项标准打 1 到 5 分。任务得分是三版的平均分，因此一版表现差也会计入。我们在开始渲染前就定下了规则：差距低于 0.3 视为平局，最高分以及与其平局的分数以橙色标出。

模型	口播	产品	场景	综合	最差一版
Wan 3.0	4.17	3.67	3.72	3.85	3.29
Kling 4.0	3.95	3.86	3.66	3.82	3.62
Seedance 2.5	4.08	3.33	3.31	3.57	3.00
MiniMax H3	3.36	3.07	3.89	3.44	2.96
Veo 3.1	3.36	2.65	3.10	3.04	2.50

综合分是 45 个评分的简单平均。若去掉音频，Kling 会微幅超过 Wan，其余排名不变：Kling 4.0 为 3.88，Wan 3.0 为 3.85，Seedance 2.5 为 3.65，MiniMax H3 为 3.52，Veo 3.1 为 3.05。Seedance 2.5 的综合分在平局范围内，但它最差的一版是我们将其排在两位领先者之后的原因。

任务 1：人物口播并用手指计数

一名面包师清楚地说出一句台词，依次比出一、二、三根手指，然后拍打面包，使面粉扬起。这项测试在一个固定镜头内同时考察口型同步、台词、手部结构和细微的物理效果。赢家：Wan 3.0、Seedance 2.5、Kling 4.0 三方并列。所有 15 个片段都逐字说出了台词。手指是拉开差距的关键：Veo 3.1 没有一版数到三，MiniMax H3 有两版在三版中张开的手部是完整的。

第 1 版第 2 版第 3 版

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口播评分

1. Wan 3.04.17
2. Seedance 2.54.08
3. Kling 4.03.95
4. MiniMax H33.36
5. Veo 3.13.36

三版的平均分。橙色表示第一名或与第一名相差 0.3 以内。

任务 2：带印刷标签的蜂蜜罐

镜头缓缓推近贴有标签的罐子，蜂蜜从木勺中落下。这项测试考察小字、文字是否保持静止，以及浓稠的液体。标签是我们自己虚构的产品。赢家：Kling 4.0，Wan 3.0 在并列范围内。拼写问题基本解决：15 个片段中有 14 个三行文字全部正确。蜂蜜则不然。几乎没有哪个片段的蜂蜜按要求折叠、盘绕，而 Veo 3.1 在任何一版中都没有推近镜头。

第 1 版第 2 版第 3 版

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产品评分

1. Kling 4.03.86
2. Wan 3.03.67
3. Seedance 2.53.33
4. MiniMax H33.07
5. Veo 3.12.65

三版的平均分。橙色表示第一名或与第一名相差 0.3 以内。

任务 3：跟拍雨中的骑行者

一个不间断的长镜头跟随雨中的快递骑手：绕过推车急转，一只狗穿过马路，铃铛响了一声，然后镜头升起，越过雨伞，展现整条街道。赢家：MiniMax H3，Wan 3.0 和 Kling 4.0 在并列范围内。没有任何一个模型完成了所有节拍。Kling 和 H3 最贴近简报。Wan 最清晰，但把朴素的帆布换成了彩色帐篷，还编造了标牌。Seedance 总是把骑行者裁切出画面，Veo 在三版中有两版完全丢失了骑行者。

第 1 版第 2 版第 3 版

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场景评分

1. MiniMax H33.89
2. Wan 3.03.72
3. Kling 4.03.66
4. Seedance 2.53.31
5. Veo 3.13.10

三版的平均分。橙色表示第一名或与第一名相差 0.3 以内。

按我们的评分内容

基于全部 45 个片段的平均分。细节上这些模型差异最小，而遵循简报上差异最大，这个差距也是排名如此排列的主要原因。

最贵的模型排在最后

Veo 3.1 每个片段的成本是 Wan 3.0 的四倍，在每项任务上得分都最低，口播上与 MiniMax H3 持平。静态画面很漂亮，还有测试中最逼真的面粉。问题在于步骤：它从未数到三，从未推近蜂蜜，还在雨中丢失了骑行者。如果你的镜头只是一个简单的想法，它或许比这项测试显示的更适合你。我们的提示词是有意写得步骤很多的。

拼写变简单了，液体却没有

我们原以为标签会是难点。15 个片段中有 14 个正确打印了全部三行文字，只有一个 Veo 片段多出了一个字。大多数片段都没能呈现落下时折叠、盘绕的蜂蜜，它们大多是笔直的一柱，或是几乎不变的僵硬形状。Seedance 2.5 有一版做对了，这恰恰也是问题所在：它只是三版中的一版。

关于部分蜂蜜片段的背景音乐

我们要求的是厨房环境音，不要音乐。在 15 个蜂蜜片段中，有 8 个的模型几乎没有返回声音（低于 -40 dB），于是我们的渲染流程在其下添加了一段安静的背景音乐：MiniMax H3 的三版全部、Seedance 2.5 的两版、Veo 3.1 的两版，以及 Wan 3.0 的一版。Kling 的各版都不需要。这段音乐是我们加的，不是模型生成的。这些片段因为声音空白在音频项上失分，并在原始数据表中做了标记。口播和场景类片段没有受到影响。

测试方法

我们先写好三条提示词和评分规则，运行一个试验片段检查流程，然后再渲染其余片段。试验片段也是这 45 个之一。没有任何片段失败，因此没有重试，也没有丢弃。

每个片段都要求 16:9、720p、6 秒，没有品牌背景，也没有改写提示词。有两个例外：MiniMax H3 因为没有 6 秒选项而运行了 8 秒，并输出 1344x768 而非 1280x720。Wan 3.0 以每秒 30 帧输出，其余为每秒 24 帧。

每项任务都以各模型制作方推荐的写法向每个模型提出同样的要求，因为公平的测试不能让一个模型去读另一个模型的“方言”。Kling 还没有 4.0 的指南，所以我们沿用了它 3.0 的写法。Veo 3.1 用的是完整版，而不是快速版。

我们给 Veo 3.1、Wan 3.0 和 MiniMax H3 分别设定了种子 1101、2202 和 3303。我们的渲染流程不会给 Seedance 2.5 或 Kling 4.0 传递种子，因此这些版本是三次独立的运行。没有任何模型确认它实际使用的种子。

评分为盲评，由两个独立的 AI 裁判完成，而不是人工。每个片段被拆分为从开始到结束的 12 帧画面、声音的频谱图、响度和文字稿，并使用随机编码。在评分记录完成之前，两位裁判都不知道每个片段由哪个模型生成。两位裁判的结果高度一致，跨片段相关系数为 0.91，每项标准的平均差距为 0.36 分。本页的分数是两位裁判的平均值，每位裁判的分数都在 CSV 中。

一些检查无需主观判断。本地转录确认了 15 个口播片段中的台词全部准确。镜头检测在所有片段中都没有发现切换，不过有一个 Veo 3.1 版本播放起来像一次跳切，我们已做标记。两位裁判分别统计了标签上的行数，并在全部 15 个片段上结果一致。

提示词，逐字呈现

复制任意一条提示词。每个链接都会在 Hermoso 中以该模型打开这条提示词。

A baker speaks to camera in a small bakery kitchen and counts three ingredients on her fingers. She is a woman in her late thirties with short curly dark hair, flour on her forearms and a navy linen apron.

Shot 1 (0-6 seconds): Locked-off medium shot at eye level, 35mm lens, shallow depth of field. She stands behind a floured wooden counter with a round crusty loaf in front of her and looks straight into the lens. She raises her right hand and shows one finger, then two fingers, then three fingers, one finger for each ingredient she names. Then she lowers both hands and pats the top of the loaf twice, and a small puff of flour rises into the window light.

Dialogue: The baker says in a warm, dry voice: "Just three things. Flour. Water. Salt. That's the whole loaf." Accurate lip sync.

Sound: her voice and the soft room tone of the kitchen.

Style: realistic documentary, warm morning window light, one continuous shot.

Negative prompt: subtitles, captions, on-screen text, watermark, background music, cuts.

Medium shot at eye level, locked-off camera, one continuous shot, realistic documentary look, warm morning window light in a small bakery kitchen. A woman in her late thirties with short curly dark hair, flour on her forearms and a navy linen apron stands behind a floured wooden counter with a round crusty loaf in front of her and looks straight into the lens. As she speaks she raises her right hand and shows one finger, then two fingers, then three fingers, one finger for each ingredient she names. Then she lowers both hands and pats the top of the loaf twice, and a small puff of flour rises into the window light.

Baker (warm, dry voice): "Just three things. Flour. Water. Salt. That's the whole loaf."

Only her voice and the soft room tone of the kitchen are heard.

A baker speaks to camera in a small bakery kitchen and counts three ingredients on her fingers, realistic documentary style, locked-off medium shot at eye level, warm morning window light.

0-1 seconds: She stands behind a floured wooden counter with a round crusty loaf in front of her and looks straight into the lens.
1-4 seconds: She raises her right hand and shows one finger, then two fingers, then three fingers, one finger for each ingredient she names.
4-6 seconds: She lowers both hands and pats the top of the loaf twice, and a small puff of flour rises into the window light.

Dialogue: The baker says in a warm, dry voice: "Just three things. Flour. Water. Salt. That's the whole loaf."

Constant throughout: she is a woman in her late thirties with short curly dark hair, flour on her forearms and a navy linen apron. One continuous shot, the camera stays still. Sound: her voice and the soft room tone of the kitchen. No subtitles. No background music.

integrated_multimodal_description: [Shot 1] Live-action, realistic documentary style, a Static Shot at eye level holds a medium shot of a small bakery kitchen in warm morning window light. A woman in her late thirties with short curly dark hair, flour on her forearms and a navy linen apron (S1), on screen, with a warm, dry voice, stands behind a floured wooden counter with a round crusty loaf in front of her. She looks straight into the lens and says: <d>[English] Just three things. Flour. Water. Salt. That's the whole loaf.</d> As she speaks she raises her right hand and shows one finger, then two fingers, then three fingers, one finger for each ingredient she names. Then she lowers both hands and pats the top of the loaf twice, and a small puff of flour rises into the window light.

overall_soundscape: The soft room tone of a small kitchen. Her palms pat lightly on the bread crust.

non_diegetic_music: N/A

A medium shot at eye level with a locked-off camera in one continuous take. In a small bakery kitchen lit by warm morning window light, a woman in her late thirties with short curly dark hair, flour on her forearms and a navy linen apron stands behind a floured wooden counter with a round crusty loaf in front of her and looks straight into the lens. She raises her right hand and shows one finger, then two fingers, then three fingers, one finger for each ingredient she names. She then lowers both hands and pats the top of the loaf twice, and a small puff of flour rises into the window light. Realistic documentary style, 35mm lens, shallow depth of field.

The baker says in a warm, dry voice: "Just three things. Flour. Water. Salt. That's the whole loaf."

Audio: her voice and the soft room tone of the kitchen, and nothing else.

A macro product shot of an open jar of honey with a printed label while a ribbon of honey falls into it.

Shot 1 (0-6 seconds): Slow push-in, 100mm macro lens. The frame shows an open, squat, clear glass jar of golden honey on a dark slate counter in soft daylight from the left. A cream paper label on the front of the jar is printed in black with exactly three lines of text: "HERMOSO" in large serif capitals, "WILDFLOWER HONEY" in smaller capitals below it, and "NET WT 12 OZ" in small capitals at the bottom. A hand at the top of the frame holds a wooden honey dipper above the jar, and a thin ribbon of thick honey falls into the open jar, where it folds and coils on the surface before slowly sinking. The camera pushes in slowly toward the label until the three lines of text fill the lower third of the frame, sharp and legible, with the letters fixed in place on the glass.

Sound: a quiet kitchen with a kettle simmering softly and birdsong through an open window.

Style: photoreal commercial, soft daylight, one continuous shot.

Negative prompt: subtitles, captions, watermark, background music, extra text on the label, cuts.

Macro product shot, one continuous shot, photoreal commercial look. The frame shows an open, squat, clear glass jar of golden honey on a dark slate counter in soft daylight from the left. A cream paper label on the front of the jar is printed in black with exactly three lines of text: "HERMOSO" in large serif capitals, "WILDFLOWER HONEY" in smaller capitals below it, and "NET WT 12 OZ" in small capitals at the bottom. A hand at the top of the frame holds a wooden honey dipper above the jar, and a thin ribbon of thick honey falls into the open jar, where it folds and coils on the surface before slowly sinking. The camera pushes in slowly toward the label until the three lines of text fill the lower third of the frame, sharp and legible, with the letters fixed in place on the glass.

Sound: a quiet kitchen with a kettle simmering softly and birdsong through an open window.

A macro product shot of an open jar of honey with a printed label while a ribbon of honey falls into it, photoreal commercial style, slow push-in, soft daylight.

0-2 seconds: The frame shows an open, squat, clear glass jar of golden honey on a dark slate counter in soft daylight from the left. A cream paper label on the front of the jar is printed in black with exactly three lines of text: "HERMOSO" in large serif capitals, "WILDFLOWER HONEY" in smaller capitals below it, and "NET WT 12 OZ" in small capitals at the bottom.
2-4 seconds: A hand at the top of the frame holds a wooden honey dipper above the jar, and a thin ribbon of thick honey falls into the open jar, where it folds and coils on the surface before slowly sinking.
4-6 seconds: The camera keeps pushing in slowly toward the label until the three lines of text fill the lower third of the frame, sharp and legible.

Constant throughout: the label's letters stay fixed in place on the glass. One continuous shot. Sound: a quiet kitchen with a kettle simmering softly and birdsong through an open window. No subtitles. No background music.

integrated_multimodal_description: [Shot 1] Live-action, photoreal commercial style, a macro shot shows an open, squat, clear glass jar of golden honey on a dark slate counter in soft daylight from the left. A cream paper label on the front of the jar is printed in black with exactly three lines of text: "HERMOSO" in large serif capitals, "WILDFLOWER HONEY" in smaller capitals below it, and "NET WT 12 OZ" in small capitals at the bottom. A hand at the top of the frame holds a wooden honey dipper above the jar, and a thin ribbon of thick honey falls into the open jar, where it folds and coils on the surface before slowly sinking. The camera performs a Push In at slow speed toward the label until the three lines of text fill the lower third of the frame, sharp and legible, with the letters fixed in place on the glass.

overall_soundscape: A quiet kitchen with a kettle simmering softly. Birdsong drifts through an open window.

non_diegetic_music: N/A

A macro product shot in one continuous take with a slow push-in, 100mm macro lens. The frame shows an open, squat, clear glass jar of golden honey on a dark slate counter in soft daylight from the left. A cream paper label on the front of the jar is printed in black with exactly three lines of text: "HERMOSO" in large serif capitals, "WILDFLOWER HONEY" in smaller capitals below it, and "NET WT 12 OZ" in small capitals at the bottom. A hand at the top of the frame holds a wooden honey dipper above the jar, and a thin ribbon of thick honey falls into the open jar, where it folds and coils on the surface before slowly sinking. The camera pushes in slowly toward the label until the three lines of text fill the lower third of the frame, sharp and legible, with the letters fixed in place on the glass. Photoreal commercial style.

Audio: a quiet kitchen with a kettle simmering softly and birdsong through an open window, and nothing else.

A low tracking shot follows a bicycle courier through a crowded rainy night market and rises above the crowd to reveal the whole street.

Shot 1 (0-6 seconds): Wide 24mm lens. In a narrow night-market street at dusk in heavy rain, lined with food stalls under plain canvas awnings and strings of warm lanterns, a bicycle courier in a yellow rain jacket rides away from the camera while the camera follows behind at low height at the same speed. The rider swerves left around a vendor pushing a cart, then a small dog runs across the street in front of the bicycle and the rider rings the bell once. Steam rises from a noodle stall and the wet cobblestones reflect the lanterns. In the last two seconds the camera rises smoothly above a crowd of people with umbrellas and reveals the whole street stretching ahead, rain streaks catching the lantern light.

Sound: heavy rain on canvas, one bicycle bell, sizzling woks, crowd chatter.

Style: cinematic realistic, rainy dusk, one continuous shot.

Negative prompt: subtitles, captions, on-screen text, watermark, background music, cuts.

One continuous tracking shot, cinematic realistic look. In a narrow night-market street at dusk in heavy rain, lined with food stalls under plain canvas awnings and strings of warm lanterns, a bicycle courier in a yellow rain jacket rides away from the camera while the camera follows behind at low height at the same speed. The rider swerves left around a vendor pushing a cart, then a small dog runs across the street in front of the bicycle and the rider rings the bell once. Steam rises from a noodle stall and the wet cobblestones reflect the lanterns. In the last two seconds the camera rises smoothly above a crowd of people with umbrellas and reveals the whole street stretching ahead, rain streaks catching the lantern light.

Sound: heavy rain on canvas, one bicycle bell, sizzling woks, crowd chatter.

A low tracking shot follows a bicycle courier through a crowded rainy night market and rises above the crowd to reveal the whole street, cinematic realistic style, one continuous shot.

0-2 seconds: In a narrow night-market street at dusk in heavy rain, lined with food stalls under plain canvas awnings and strings of warm lanterns, a bicycle courier in a yellow rain jacket rides away from the camera. The camera follows behind at low height at the same speed. The rider swerves left around a vendor pushing a cart.
2-4 seconds: Ahead, a small dog runs across the street in front of the bicycle and the rider rings the bell once. Steam rises from a noodle stall and the wet cobblestones reflect the lanterns.
4-6 seconds: The camera rises smoothly above a crowd of people with umbrellas and reveals the whole street stretching ahead, rain streaks catching the lantern light.

Constant throughout: the same rider, the same rainy dusk light. Sound: heavy rain on canvas, one bicycle bell, sizzling woks, crowd chatter. No subtitles. No background music.

integrated_multimodal_description: [Shot 1] Live-action, cinematic realistic style, a Tracking Shot at low height follows a bicycle courier in a yellow rain jacket who rides away from the camera through a narrow night-market street at dusk in heavy rain, lined with food stalls under plain canvas awnings and strings of warm lanterns, with the camera moving at the same speed. The rider swerves left around a vendor pushing a cart, then a small dog runs across the street in front of the bicycle and the rider rings the bell once. Steam rises from a noodle stall and the wet cobblestones reflect the lanterns. Near the end the camera performs a Pedestal Up with large amplitude at slow speed, rising above a crowd of people with umbrellas and revealing the whole street stretching ahead, rain streaks catching the lantern light.

overall_soundscape: Heavy rain drums on canvas and one bicycle bell rings. Woks sizzle under the crowd's chatter.

non_diegetic_music: N/A

One continuous tracking shot with a wide 24mm lens, cinematic realistic style. In a narrow night-market street at dusk in heavy rain, lined with food stalls under plain canvas awnings and strings of warm lanterns, a bicycle courier in a yellow rain jacket rides away from the camera while the camera follows behind at low height at the same speed. The rider swerves left around a vendor pushing a cart, then a small dog runs across the street in front of the bicycle and the rider rings the bell once. Steam rises from a noodle stall and the wet cobblestones reflect the lanterns. In the last two seconds the camera rises smoothly above a crowd of people with umbrellas and reveals the whole street stretching ahead, rain streaks catching the lantern light.

Audio: heavy rain on canvas, one bicycle bell, sizzling woks and crowd chatter, and nothing else.

本测试无法说明的内容

三条提示词无法涵盖所有情况，每项任务三版也是较小的样本，因此请把 0.3 或更小的差距视为没有差距。两位裁判都是读取画面和测量数据的 AI 模型。没有人用耳朵听这些片段：声音是通过文字稿、频谱图和响度来判断的，所以声音质量是我们评分中最薄弱的部分，12 帧之间的故障也可能被漏掉。我们的口型同步指标比较粗略，我们没有依赖它。它显示 Seedance 2.5 和 Kling 4.0 最接近，而 Wan 3.0 的偏差最多达半秒，所以如果口型同步对你很重要，请亲自观看片段。盲评有一个已知漏洞：MiniMax H3 的 8 秒时长让它的片段更容易被辨认，多出的两秒可能帮助了它缓慢揭示的镜头。表中未包含的内容，包括 Seedance 2.0 和 HeyGen Video，均未测试。模型和价格变化很快，这些结果来自某一天的测试。