Genativity
The only benchmark with taste.

Rotating mug

The prompt “A plain white ceramic mug rotating slowly on a turntable, consistent form and handle position throughout”

Object permanence. The handle must travel around the mug, not teleport or duplicate.

Models tested
16
Top score
5.00 12 models tied
Average
4.81
Lowest
2.33 MiniMax Hailuo 02

Every model, same prompt

The clips on screen play together from the first frame, muted. Open one for sound, controls and our notes.

Kling 4.0

Kuaishou
5.00

Plain white mug turns continuously and the handle travels all the way around without jumping or duplicating.

Wan 3.0

Alibaba
5.00

Plain white mug turns continuously and the handle travels all the way around without jumping or duplicating.

Vivix W1

Vivix
5.00

Plain white mug turns continuously and the handle travels all the way around without jumping or duplicating.

FLUX 3

Black Forest Labs
5.00

Plain white mug keeps its form while the handle travels smoothly around it, never jumping or duplicating.

5.00

MiniMax H3

MiniMax
5.00

Completes a full 360 rotation, handle stays attached and travels smoothly around.

5.00

Handle stays attached and travels smoothly around the full rotation, no teleport or duplication.

Seedance 2.5

ByteDance
5.00

Handle travels smoothly around the full rotation.

Seedance 2.0

ByteDance
5.00

Handle travels smoothly around the full rotation, no teleporting or duplication.

5.00

Rigid identity, clean studio look.

Kling 3.0

Kuaishou
5.00

Photorealistic studio look, rigid identity through rotation.

5.00

Handle position tracks correctly through a full visible rotation.

4.96

Completes a full 360-degree rotation with the handle disappearing and reappearing correctly -- unlike PixVerse 5.5, where the mug barely rotated.

4.96

PixVerse v5.5

PixVerse
4.63

Mug barely rotates for most of the clip and only turns slightly near the very end -- verified via frame extraction (handle position nearly identical between the first and last frame): confirmed, the requested continuous rotation mostly doesn't happen.

2.33

FAILURE MODE: mug stays largely stationary instead of rotating; handle subtly morphs and widens rather than traveling.

Ranked by our blind vision-model judge; models with the same score share a position. Read how we test.

This page ranks by benchmark score only. See affiliate disclosure.