Skip to main content
  • Pricing

The creative model reference

AI models for motion design

Reference results for motion design, graphics and structured visual movement.

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

video / Motion Design

The scores, in perspective.

11 models · 95% intervals

Swipe to compare all models →

Oakgen Arena · v1.0
Seedance 2.5
Seedance 2.0
Wan 3.0
Seedance 2.0 Mini
MiniMax H3Anchor
Google Omni Flash
Flux 3 Video
HappyHorse 1.1
Grok Imagine 1.5
PixVerse V6
Kling 3.0 Omni
↥ 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

Motion Design leaderboard

Motion Design 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 1,228.7Reused fit from master-video
  • Consistency1,194.795% CI 1,151.8 to 1,243.3Reused fit from master-video
  • Design fidelity1,037.995% CI 968.4 to 1,115.6
  • Motion control1,115.895% CI 1,020.7 to 1,197.5
  • Physics & motion1,103.695% CI 1,068.6 to 1,137.4Reused fit from master-video
  • Prompt adherence1,052.695% CI 1,014.6 to 1,088.4Reused fit from master-video
  • Spatial composition1,101.995% CI 1,021.2 to 1,198.6
  • Subjective aesthetics1,096.495% CI 1,061.3 to 1,131.1Reused fit from master-video
1,097.2LEAD1,061.5 to 1,1354,295Not reported
02Seedance 2.0ByteDance
Criterion scores
  • Audio quality1,102.895% CI 1,063.5 to 1,140.8Reused fit from master-video
  • Consistency1,060.895% CI 1,022.7 to 1,099Reused fit from master-video
  • Design fidelity1,045.795% CI 978.9 to 1,122
  • Motion control1,02195% CI 941.7 to 1,102.1
  • Physics & motion1,036.195% CI 1,002.3 to 1,069.3Reused fit from master-video
  • Prompt adherence1,050.595% CI 1,017.4 to 1,084.1Reused fit from master-video
  • Spatial composition1,038.595% CI 957 to 1,117.1
  • Subjective aesthetics971.895% CI 935.7 to 1,010.3Reused fit from master-video
1,037.9#21,006.8 to 1,0694,376Not reported
03Wan 3.0Alibaba
Criterion scores
  • Audio quality1,059.695% CI 1,022.9 to 1,100.1Reused fit from master-video
  • Consistency1,121.595% CI 1,080.6 to 1,165.8Reused fit from master-video
  • Design fidelity970.495% CI 893.8 to 1,053.6
  • Motion control1,022.595% CI 936.9 to 1,095.4
  • Physics & motion1,026.795% CI 993 to 1,058.4Reused fit from master-video
  • Prompt adherence980.895% CI 940.2 to 1,021.2Reused fit from master-video
  • Spatial composition1,077.195% CI 1,002 to 1,151.2
  • Subjective aesthetics1,044.395% CI 1,006.5 to 1,083.1Reused fit from master-video
1,030.3#3998.7 to 1,061.74,320Not reported
04Seedance 2.0 MiniByteDance
Criterion scores
  • Audio quality1,127.895% CI 1,085.5 to 1,172.8Reused fit from master-video
  • Consistency1,03495% CI 997.3 to 1,069.8Reused fit from master-video
  • Design fidelity930.995% CI 876.3 to 990.7
  • Motion control1,00995% CI 946.3 to 1,073.3
  • Physics & motion1,024.495% CI 991.6 to 1,059.6Reused fit from master-video
  • Prompt adherence971.495% CI 937.1 to 1,002.7Reused fit from master-video
  • Spatial composition1,020.695% CI 931.3 to 1,096.8
  • Subjective aesthetics1,008.595% CI 972.9 to 1,048.3Reused fit from master-video
1,000.7970.2 to 1,028.84,386Not reported
05MiniMax H3MiniMax
Criterion scores
  • Audio quality1,00095% CI Anchor · interval not reportedReused fit from master-video
  • Consistency1,00095% CI Anchor · interval not reportedReused fit from master-video
  • Design fidelity1,00095% CI Anchor · interval not reported
  • Motion control1,00095% CI Anchor · interval not reported
  • Physics & motion1,00095% CI Anchor · interval not reportedReused fit from master-video
  • Prompt adherence1,00095% CI Anchor · interval not reportedReused fit from master-video
  • Spatial composition1,00095% CI Anchor · interval not reported
  • Subjective aesthetics1,00095% CI Anchor · interval not reportedReused fit from master-video
1,000AnchorAnchor · interval not reported4,350Not reported
06Google Omni FlashGoogle
Criterion scores
  • Audio quality1,108.895% CI 1,065.6 to 1,152.5Reused fit from master-video
  • Consistency995.495% CI 956 to 1,033.9Reused fit from master-video
  • Design fidelity1,095.895% CI 1,023.7 to 1,181
  • Motion control91295% CI 840.3 to 982.1
  • Physics & motion98395% CI 949.1 to 1,020.3Reused fit from master-video
  • Prompt adherence977.295% CI 942.3 to 1,010.9Reused fit from master-video
  • Spatial composition924.295% CI 811.5 to 1,037.8
  • Subjective aesthetics1,081.695% CI 1,041.6 to 1,123.6Reused fit from master-video
992.9955.3 to 1,030.94,327Not reported
07Flux 3 VideoBlack Forest Labs
Criterion scores
  • Audio quality1,078.195% CI 1,036.8 to 1,122.5Reused fit from master-video
  • Consistency96395% CI 929.3 to 994.1Reused fit from master-video
  • Design fidelity902.695% CI 822 to 983.9
  • Motion control911.995% CI 825.6 to 986.4
  • Physics & motion994.695% CI 963.3 to 1,028.8Reused fit from master-video
  • Prompt adherence979.195% CI 947.2 to 1,011.5Reused fit from master-video
  • Spatial composition968.795% CI 879.2 to 1,063.2
  • Subjective aesthetics1,000.995% CI 963.9 to 1,038.2Reused fit from master-video
950.4914.9 to 984.84,413Not reported
08HappyHorse 1.1HappyHorse
Criterion scores
  • Audio quality1,000.195% CI 962.1 to 1,042.4Reused fit from master-video
  • Consistency994.495% CI 956.8 to 1,030.8Reused fit from master-video
  • Design fidelity87795% CI 809.3 to 937.5
  • Motion control908.295% CI 822.3 to 989.6
  • Physics & motion960.295% CI 928.1 to 993.1Reused fit from master-video
  • Prompt adherence944.895% CI 903.6 to 982.1Reused fit from master-video
  • Spatial composition968.295% CI 896.1 to 1,045.7
  • Subjective aesthetics985.695% CI 950 to 1,022.2Reused fit from master-video
935.5903.3 to 964.44,327Not reported
09Grok Imagine 1.5xAI
Criterion scores
  • Audio quality904.795% CI 863.9 to 944.8Reused fit from master-video
  • Consistency1,050.895% CI 1,014 to 1,090.3Reused fit from master-video
  • Design fidelity886.695% CI 821.2 to 954.7
  • Motion control87995% CI 798.2 to 951.4
  • Physics & motion925.195% CI 885.9 to 958.7Reused fit from master-video
  • Prompt adherence94395% CI 906.9 to 982.2Reused fit from master-video
  • Spatial composition90995% CI 835.7 to 977.5
  • Subjective aesthetics99395% CI 963.3 to 1,027.5Reused fit from master-video
913.1882.6 to 941.74,339Not reported
10PixVerse V6PixVerse
Criterion scores
  • Audio quality977.295% CI 940.8 to 1,012.5Reused fit from master-video
  • Consistency990.195% CI 946.9 to 1,031.7Reused fit from master-video
  • Design fidelity840.195% CI 766.2 to 915.4
  • Motion control821.695% CI 745.3 to 896.5
  • Physics & motion935.395% CI 893.1 to 972.7Reused fit from master-video
  • Prompt adherence88495% CI 838.3 to 926Reused fit from master-video
  • Spatial composition905.295% CI 810.8 to 989.2
  • Subjective aesthetics979.995% CI 943.6 to 1,014.5Reused fit from master-video
884.9852.1 to 9174,355Not reported
11Kling 3.0 OmniKuaishou
Criterion scores
  • Audio quality1,053.595% CI 1,007.9 to 1,099.6Reused fit from master-video
  • Consistency1,041.995% CI 999 to 1,083.2Reused fit from master-video
  • Design fidelity786.195% CI 718.2 to 856.3
  • Motion control777.695% CI 691.3 to 851.7
  • Physics & motion884.495% CI 842.6 to 921.2Reused fit from master-video
  • Prompt adherence962.995% CI 920.5 to 1,002.9Reused fit from master-video
  • Spatial composition891.995% CI 802.4 to 979.5
  • Subjective aesthetics954.795% CI 917.5 to 990.5Reused fit from master-video
866.8832.6 to 898.14,340Not 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.

Check alignment, readable type and the exact timing of transitions. Build a short test around the hardest movement in your design. Leave space for a finishing pass when text, brand marks or precise geometry must remain exact.

Explore Oakgen's model directory

A source listing does not confirm current availability in Oakgen.

How this board is composed

Criteria and weights

  • Spatial composition23.3%
  • Motion control23.3%
  • Physics & motion6%
  • Design fidelity23.3%
  • Prompt adherence6%
  • Audio quality6%
  • Consistency6%
  • Subjective aesthetics6%
Read the methodology
AI video model rankings and comparisons | Oakgen.ai