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Kling 4.0 vs Seedance 2.5: two influencer photos, eight video models.

The last round was text-to-video. This time every model animates the same two AI influencer photos, Kling 4.0 joins the lineup, and the results don't follow the price tags.

disclosure: the generations ran on Higgsfield credits, and the video's description includes a Higgsfield discount link.

After the text-to-video comparison, viewers asked for image-to-video, which is closer to how AI influencer content gets made: you have a character photo and you want it to move and talk. Kling 4.0 had just come out, so the question was simple: can it take the crown from Seedance 2.5?

01The setup

Two AI influencer images (a white shirt and jeans look, and a blazer and skirt look) went to eight models through Higgsfield's Supercomputer, driven by Opus 5.5. Each clip is 9:16 with a short spoken line.

AI influencer mirror selfie in a blazer and skirt used as the image-to-video source
one of the two source images. both characters are ai.

Opus also built a small web app to review everything side by side, with each clip's cost and a rating panel. Each clip was scored 1–5 on four things: realism, lip-sync, identity (does it still look like the photo) and motion.

Comparison web app showing every model's clip, cost and rating panel
the comparison app opus built for the review.
MODELCOST PER CLIP
Veo 3.1$3.20
Gemini Omni Flash 1.1$2.40
Seedance 2.5$2.00
FLUX 3 Video$2.00
Kling 4.0$1.20 (about 15¢ a second)
Wan 3.0 Prime$1.20
MiniMax H3a little more than Grok
Grok Video 1.5$0.80

Prices are on Higgsfield at the time of recording. The surprise: Veo 3.1 and Gemini cost more than Seedance 2.5.

02Look 1: white shirt and jeans

Kling 4.0 title card next to its white shirt and jeans clip
kling 4.0 on look 1: decent, but weak lip-sync.
MODELREALLIPIDMOTION
Seedance 2.54554
Gemini Omni Flash 1.134–553
Grok Video 1.534solid3
Kling 4.03weak43
Wan 3.0 Prime2333
FLUX 3 Video2232
Veo 3.11133
MiniMax H31121

Seedance 2.5 was the clear winner: perfect lip-sync and an identity match good enough to pass next to other photos of the same character. Kling 4.0 was fine but no upgrade. Veo 3.1 added an audio glitch and gibberish, which is hard to excuse at $3.20. MiniMax H3 was the biggest fail.

03Look 2: blazer and skirt

Then the order flipped.

Seedance 2.5 title card next to its blazer and skirt clip
seedance 2.5 on look 2: lost the identity entirely.
MODELREALLIPIDMOTION
Wan 3.0 Prime45goodgood
Grok Video 1.5445very good
Kling 4.03455
MiniMax H33443
Veo 3.12442
FLUX 3 Videolowfine25
Gemini Omni Flash 1.11134
Seedance 2.513lost—

Seedance 2.5 fell apart and lost the character. Kling 4.0 had the best motion of the round, a natural turn to the side, held back only by an odd pause at the start. Wan 3.0 Prime was the favorite of this round, with a great voice and inflection. And the cheapest model, Grok Video 1.5, was excellent for $0.80. FLUX 3 smoothed the skin and lost the photo's texture, but it was the only model that had her grab the skirt.

Grok Video 1.5 title card next to its blazer and skirt clip
grok video 1.5: the best value of the test.
show the whole face. Look 2's source photo showed her full face; look 1's didn't. With less mouth and face to invent, most models' lip-sync improved. A clean, front-on reference photo is the cheapest upgrade you can make.

The leaderboard

Final leaderboard in the comparison app
averaged across both looks, grok video 1.5 came out on top.

Averaging both looks put Grok Video 1.5 first, which says as much about value as quality. Kling 4.0 didn't dethrone Seedance 2.5 on the first look, but it was steadier across both and costs $0.80 less per clip. Its keyframe feature, which lets you pin specific moments in a clip, wasn't tested here and may be where it shines.

Two images is a tiny sample, so treat this as a starting point. For the stills side, see the image model comparison, and members swap image-to-video settings at smallzero.io.

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