Genativity
The only benchmark with taste.

360 orbit

The prompt “A full 360-degree orbit around a seated woman reading a book, background geometry stays consistent”

The hardest camera move. Requires the model to hold a whole scene in 3D.

Models tested
16
Top score
5.00 6 models tied
Average
4.05
Lowest
1.83 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

A full turn in one take: front, profile, back, the other profile and front again, with the woman and her book unchanged. Verified frame by frame.

5.00
5.00

Seedance 2.0

ByteDance
5.00

Completes a genuine continuous 360-degree orbit with the room geometry holding throughout.

5.00

Genuinely completes the 360 with stable geometry, succeeds where Sora failed on this exact prompt.

Kling 3.0

Kuaishou
5.00

Genuinely completes the 360 with stable object permanence, succeeds where Sora failed on this exact prompt.

4.96

Completes a full 360-degree orbit (passes behind the subject and returns to front) -- the only model so far to fully execute this prompt rather than a partial arc.

PixVerse v5.5

PixVerse
4.88

Smooth orbit with consistent parallax; full 360-degree completion not explicitly confirmed by the judge, light fidelity discount only as a precaution.

Vivix W1

Vivix
4.50

The camera travels about 270 degrees, from the front past her back to the opposite profile, in one take, but does not close the full 360. The woman, her sweater and the chair hold together. Verified frame by frame.

Wan 3.0

Alibaba
3.83

The camera slides about 20 to 30 degrees across the front of the seated woman instead of orbiting her; she is never seen from the side or the back. Verified frame by frame.

FLUX 3

Black Forest Labs
3.83

FAILURE MODE: the camera travels only about 90 to 120 degrees, from the front to her side, and never completes the 360-degree orbit. The room itself holds together. Verified frame by frame.

Seedance 2.5

ByteDance
3.50

FAILURE MODE: completes only a partial 30-45 degree pan instead of a full 360-degree orbit, never moving behind the subject. What is shown stays geometrically coherent.

2.83

FAILURE MODE: only a ~60-90° arc, never completes the 360°; background changes from a window+plant to a full bookshelf wall mid-shot, the room itself is not held in 3D.

2.50

FAILURE MODE: covers roughly 270 of 360 degrees and the bookshelf relocates to the rear wall partway through, breaking 3D scene coherence.

MiniMax H3

MiniMax
2.17

FAILURE MODE: camera stays essentially static (verified frame by frame, near-identical framing at start, middle and end), never attempts the 360 orbit.

1.83

FAILURE MODE: camera stays essentially static, never attempts the 360 orbit around the subject.

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.