Best image-to-video AI models, ranked by quality

Models that animate a start image into a video. Listed: models rated on the Image-to-Video Arena that you can run on Railwail.

Best image-to-video AI models, ranked by quality

Sorted by Arena score, highest first. Models without an Arena rating follow, by price.

Median Arena score here: 1.249

Best image-to-video AI models, ranked by quality
01Arena1.415±4 · 554.050 votes0,060 USD/s0,30 USD for 5 s556 pts/$+167 over medianTry
02Arena1.390±9 · 53.089 votes0,48 USD/s1,92 USD for 4 s74 pts/$+142 over medianTry
03Arena1.372±10 · 54.380 votes0,18 USD/s0,72 USD for 4 s171 pts/$+123 over medianTry
04
Kling v3
Kuaishou (Kling)
Arena1.354±6 · 206.221 votes0,2688 USD/s1,344 USD for 5 s78 pts/$+106 over medianTry
05Arena1.299±7 · 126.710 votes0,084 USD/s0,42 USD for 5 s121 pts/$+51 over medianTry
06Arena1.273±8 · 34.019 votes0,18 USD/s0,90 USD for 5 s27 pts/$+25 over medianTry
07Arena1.262±5 · 405.786 votes0,336 USD/videoclip40 pts/$+14 over medianTry
08Arena1.235±8 · 29.824 votes0,336 USD/s1,68 USD for 5 sNot clearly above the medianTry
09
Kling v2.1
Kuaishou (Kling)LegacySuccessor: Kling v3
Arena1.229±8 · 29.957 votes0,060 USD/s0,30 USD for 5 sNot clearly above the medianTry
10Arena1.224±10 · 21.785 votes0,324 USD/videoclipNot clearly above the medianTry
11Arena1.185±8 · 33.734 votes0,0432 USD/s0,216 USD for 5 sNot clearly above the medianTry
12Arena1.166±16 · 10.303 votes0,60 USD/s4,80 USD for 8 sNot clearly above the medianTry
13Arena1.109±16 · 9.521 votes0,216 USD/s1,08 USD for 5 sNot clearly above the medianTry
14Arena1.052±13 · 6.801 votes0,060 USD/s0,30 USD for 5 sNot clearly above the medianTry

Value = Arena points above the median of the rated models in this list per US dollar of one default run; only models whose 95 % interval lies fully above the median get a value rank.

How to read this ranking

Arena score
A rating from blind pairwise votes on the public Arena: people compare two anonymous models on the same prompt and pick the better result. Higher is better; ± is the 95 % interval, “votes” the number of battles.
Price
What one run with the model’s default settings costs on Railwail, from the same pricing rules that bill your runs (1 credit = $0.01). ≈ marks GPU-time prices: a typical run, billed by the real run time.
Value
Value = Arena points above the median of the rated models in this list per US dollar of one default run; only models whose 95 % interval lies fully above the median get a value rank.
Who is listed
Models you can run on Railwail that the Image-to-Video Arena rates.
Rank
The position within this list, not the rank on the arena.

Source

Quality scores: Image-to-Video Arena leaderboard, published 22 sept. 2026, retrieved 24 sept. 2026 from the LMArena leaderboard dataset. Used under CC BY 4.0; we show the overall score of the models we can match to a Railwail model and rank them within this list.

arena.ai leaderboardDatasetCC BY 4.0

Questions about this ranking

Which image-to-video model has the highest Arena score on Railwail?

Grok Imagine Video by xAI with an Arena score of 1.415 (Image-to-Video Arena, published 22 sept. 2026). Next: Google Veo 3.1 (1.390) and Google Veo 3.1 Fast (1.372).

Which image-to-video model is the cheapest on Railwail?

Seedance Lite by ByteDance at 0,0432 USD/s. Prices come from the same pricing rules that bill your runs.

Which image-to-video model gives the most quality per dollar?

Grok Imagine Video: 167 Arena points above the median of this list (1.249) at 0,060 USD/s, that is 556 points per dollar.

How is value (quality per dollar) calculated?

Value = Arena points above the median of the rated models in this list per US dollar of one default run; only models whose 95 % interval lies fully above the median get a value rank.

Best image-to-video AI models ranked by quality, price and value | Railwail