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AI video model rankings

Compare the published overall results for AI video generation. Read the score together with its uncertainty before choosing a model for your next project.

September 2026 benchmark snapshot · Curated by Oakgen. Data source and limits.

video / Overall

The scores, in perspective.

11 models · 95% intervals

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Oakgen Arena · v1.0
Seedance 2.5
Wan 3.0
Seedance 2.0
Seedance 2.0 Mini
Google Omni Flash
Flux 3 Video
MiniMax H3Anchor
Kling 3.0 Omni
HappyHorse 1.1
Grok Imagine 1.5
PixVerse V6
↥ 95% confidence interval · Anchor interval not reported.11 ranked models

Relative scores on a zero-based display scale. Compare within this board only. Values are rounded for display.

September 2026 benchmark snapshot · Curated by Oakgen. Data source and limits.

Published reference / v1.0

Overall leaderboard

Overall video rankings · Benchmark index 1.0
RankModelOverall score95% confidence intervalVote appearancesDistinct judges
01Seedance 2.5ByteDance
Criterion scores
  • Audio quality1,178.195% CI 1,128.4 to 1,228.7
  • Consistency1,194.795% CI 1,151.8 to 1,243.3
  • Physics & motion1,103.695% CI 1,068.6 to 1,137.4
  • Prompt adherence1,052.695% CI 1,014.6 to 1,088.4
  • Subjective aesthetics1,096.495% CI 1,061.3 to 1,131.1
1,125.1LEAD1,107.5 to 1,1443,831Not reported
02Wan 3.0Alibaba
Criterion scores
  • Audio quality1,059.695% CI 1,022.9 to 1,100.1
  • Consistency1,121.595% CI 1,080.6 to 1,165.8
  • Physics & motion1,026.795% CI 993 to 1,058.4
  • Prompt adherence980.895% CI 940.2 to 1,021.2
  • Subjective aesthetics1,044.395% CI 1,006.5 to 1,083.1
1,046.6#21,030.3 to 1,063.83,823Not reported
03Seedance 2.0ByteDance
Criterion scores
  • Audio quality1,102.895% CI 1,063.5 to 1,140.8
  • Consistency1,060.895% CI 1,022.7 to 1,099
  • Physics & motion1,036.195% CI 1,002.3 to 1,069.3
  • Prompt adherence1,050.595% CI 1,017.4 to 1,084.1
  • Subjective aesthetics971.895% CI 935.7 to 1,010.3
1,044.4#31,027.3 to 1,061.33,864Not reported
04Seedance 2.0 MiniByteDance
Criterion scores
  • Audio quality1,127.895% CI 1,085.5 to 1,172.8
  • Consistency1,03495% CI 997.3 to 1,069.8
  • Physics & motion1,024.495% CI 991.6 to 1,059.6
  • Prompt adherence971.495% CI 937.1 to 1,002.7
  • Subjective aesthetics1,008.595% CI 972.9 to 1,048.3
1,033.21,015.8 to 1,050.53,871Not reported
05Google Omni FlashGoogle
Criterion scores
  • Audio quality1,108.895% CI 1,065.6 to 1,152.5
  • Consistency995.495% CI 956 to 1,033.9
  • Physics & motion98395% CI 949.1 to 1,020.3
  • Prompt adherence977.295% CI 942.3 to 1,010.9
  • Subjective aesthetics1,081.695% CI 1,041.6 to 1,123.6
1,029.21,011.3 to 1,046.33,841Not reported
06Flux 3 VideoBlack Forest Labs
Criterion scores
  • Audio quality1,078.195% CI 1,036.8 to 1,122.5
  • Consistency96395% CI 929.3 to 994.1
  • Physics & motion994.695% CI 963.3 to 1,028.8
  • Prompt adherence979.195% CI 947.2 to 1,011.5
  • Subjective aesthetics1,000.995% CI 963.9 to 1,038.2
1,003.1986.5 to 1,018.83,915Not reported
07MiniMax H3MiniMax
Criterion scores
  • Audio quality1,00095% CI Anchor · interval not reported
  • Consistency1,00095% CI Anchor · interval not reported
  • Physics & motion1,00095% CI Anchor · interval not reported
  • Prompt adherence1,00095% CI Anchor · interval not reported
  • Subjective aesthetics1,00095% CI Anchor · interval not reported
1,000AnchorAnchor · interval not reported3,858Not reported
08Kling 3.0 OmniKuaishou
Criterion scores
  • Audio quality1,053.595% CI 1,007.9 to 1,099.6
  • Consistency1,041.995% CI 999 to 1,083.2
  • Physics & motion884.495% CI 842.6 to 921.2
  • Prompt adherence962.995% CI 920.5 to 1,002.9
  • Subjective aesthetics954.795% CI 917.5 to 990.5
979.5960.4 to 9973,843Not reported
09HappyHorse 1.1HappyHorse
Criterion scores
  • Audio quality1,000.195% CI 962.1 to 1,042.4
  • Consistency994.495% CI 956.8 to 1,030.8
  • Physics & motion960.295% CI 928.1 to 993.1
  • Prompt adherence944.895% CI 903.6 to 982.1
  • Subjective aesthetics985.695% CI 950 to 1,022.2
977959 to 993.33,834Not reported
10Grok Imagine 1.5xAI
Criterion scores
  • Audio quality904.795% CI 863.9 to 944.8
  • Consistency1,050.895% CI 1,014 to 1,090.3
  • Physics & motion925.195% CI 885.9 to 958.7
  • Prompt adherence94395% CI 906.9 to 982.2
  • Subjective aesthetics99395% CI 963.3 to 1,027.5
963.3946.8 to 980.33,841Not reported
11PixVerse V6PixVerse
Criterion scores
  • Audio quality977.295% CI 940.8 to 1,012.5
  • Consistency990.195% CI 946.9 to 1,031.7
  • Physics & motion935.395% CI 893.1 to 972.7
  • Prompt adherence88495% CI 838.3 to 926
  • Subjective aesthetics979.995% CI 943.6 to 1,014.5
953.3935 to 970.73,853Not reported

Ranks are the source’s published positions. Vote appearances are not unique people and must not be added across boards. Scores are rounded for display.

September 2026 benchmark snapshot · Curated by Oakgen. Data source and limits.

From comparison to creation

Choose for your brief.

Start with the overall comparison, then choose the board closest to your brief. Test the same scene, camera movement and duration in your own workflow. A model that suits a short product shot may behave differently on a longer narrative sequence.

Explore Oakgen's model directory

A source listing does not confirm current availability in Oakgen.

How this board is composed

Criteria and weights

  • Consistency20%
  • Audio quality20%
  • Physics & motion20%
  • Prompt adherence20%
  • Subjective aesthetics20%
Read the methodology
AI video model rankings and comparisons | Oakgen.ai