# Code2Video Benchmark Evaluates AI Motion Design

By Steven Van · 2026-09-21

The benchmark from HeyGen, HyperFrames and Kaggle scores AI-generated motion graphics against 168 human-made reference videos.

[HeyGen](<https://creatorstoolbox.com/tools/heygen>) and HyperFrames, working with the Kaggle team, have released [Code2Video Bench](<https://x.com/i/status/2102084939026247684>), a benchmark for measuring how well AI agents turn a creative brief into code-rendered motion graphics rather than raw video pixels.

The benchmark scores agents against 168 human-created reference videos, judging results on engagement, prompt intent, composition, timing, and craft.

[View media](<https://video.twimg.com/amplify_video/2102084810533650432/vid/avc1/1280x720/RPTbEDBfej0oQ8aa.mp4>)

![HeyGen](<https://www.google.com/s2/favicons?domain=heygen.com&sz=128>)

HeyGen

Talking-head videos from AI avatars — pick from hundreds or build your own from a clip, script in 40+ languages, and translate with lip sync intact.

[View HeyGen →](<https://creatorstoolbox.com/tools/heygen>)

[Original source](<https://x.com/i/status/2102084939026247684>)

[Read Code2Video Benchmark Evaluates AI Motion Design on Creators Toolbox](<https://creatorstoolbox.com/blog/heygen-code2video-benchmark-evaluates-ai-motion-design>)

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