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 votesUSD 0.060/sUSD 0.30 for 5 s556 pts/$+167 over medianTry
02Arena1,390±9 · 53,089 votesUSD 0.48/sUSD 1.92 for 4 s74 pts/$+142 over medianTry
03Arena1,372±10 · 54,380 votesUSD 0.18/sUSD 0.72 for 4 s171 pts/$+123 over medianTry
04
Kling v3
Kuaishou (Kling)
Arena1,354±6 · 206,221 votesUSD 0.2688/sUSD 1.344 for 5 s78 pts/$+106 over medianTry
05Arena1,299±7 · 126,710 votesUSD 0.084/sUSD 0.42 for 5 s121 pts/$+51 over medianTry
06Arena1,273±8 · 34,019 votesUSD 0.18/sUSD 0.90 for 5 s27 pts/$+25 over medianTry
07Arena1,262±5 · 405,786 votesUSD 0.336/video40 pts/$+14 over medianTry
08Arena1,235±8 · 29,824 votesUSD 0.336/sUSD 1.68 for 5 sNot clearly above the medianTry
09
Kling v2.1
Kuaishou (Kling)LegacySuccessor: Kling v3
Arena1,229±8 · 29,957 votesUSD 0.060/sUSD 0.30 for 5 sNot clearly above the medianTry
10Arena1,224±10 · 21,785 votesUSD 0.324/videoNot clearly above the medianTry
11Arena1,185±8 · 33,734 votesUSD 0.0432/sUSD 0.216 for 5 sNot clearly above the medianTry
12Arena1,166±16 · 10,303 votesUSD 0.60/sUSD 4.80 for 8 sNot clearly above the medianTry
13Arena1,109±16 · 9,521 votesUSD 0.216/sUSD 1.08 for 5 sNot clearly above the medianTry
14Arena1,052±13 · 6,801 votesUSD 0.060/sUSD 0.30 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 sep 2026, retrieved 24 sep 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 sep 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 USD 0.0432/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 USD 0.060/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