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Why is AI video generation so expensive?

Because a video model has to generate every pixel of every frame, and the compute grows with width × height × frame rate × seconds: a 5-second 720p clip is over a hundred frames, each about as big as an image. That is why, on the same platform (Atlas Cloud), our account was charged $0.086 for four Midjourney images but quoted $0.29 for a single 5-second Seedance 2.0 Fast clip.

Where the money goes

BytePlus, ByteDance's cloud, publishes the formula it bills Seedance by: estimated tokens equal (input video seconds + output seconds) × width × height × frame rate ÷ 1024[1]. Tokens are a proxy for the compute the model spends. Every factor in that formula multiplies the bill:

Google's own Gemini help says the same thing in plain words: usage limits there are compute-based, and video is the most usage-intensive feature[2].

Why does a 10-second video cost so much?

Run the formula. A 10-second 1280×720 clip at 24 frames a second is 1280 × 720 × 24 × 10 ÷ 1024, or 216,000 tokens. At 1920×1080 it is 486,000. Multiply by the model's price per token and you get the bill. In Atlas Cloud's quotes for our account, 10 seconds of Seedance 2.0 Fast at 720p was $0.58, and 10 seconds of Seedance 2.5 at 1080p was $5.94: same length, about ten times the price, because of the larger model and the larger frame.

What raises the bill most, with sourced examples.
FactorExample
Top model tierVeo 3.1 is $0.40 a second at 720p, Veo 3.1 Lite $0.05[3]
Higher resolutionSeedance 2.5 on fal.ai: $0.4730 a second at 720p, $1.164 at 1080p[4]
Video referencesSeedance 2.5 on Replicate: $0.2312 a second without a video input, $0.9676 with one[5]
Generated audioVeo 3.1 on Google Cloud: $0.40 with audio, $0.20 video-only[6]
LengthOur 30 s Seedance 2.5 quotes: $9.03 at 720p, $17.77 at 1080p

Why apps cost more than the model's API price

An app that sells credits pays the model price and then adds its own costs: the language model that rewrites your prompt, storage, payment fees, renders that fail and get refunded, free credits for new users, and a margin. Credits that expire unused also raise your real cost per clip. That is why a subscription can work out at several times an API's per-second rate; Runway Standard, for example, is about $0.29 a second for Gen-4.5 if you use every credit[7]. Our cost-per-second table lays apps and APIs side by side, and how AI video credits work shows the conversion.

Will it get cheaper?

Older and smaller models already are. BytePlus lists Seedance 1.0 Pro Fast at 1 USD per million tokens against 7.0 for Seedance 2.0[1], and Google sells Veo 3.1 Lite at an eighth of Veo 3.1's 720p price[3]. Open-weight models such as Wan2.2 cost nothing to license, only the GPU to run them[8]. The newest flagship models, at the highest resolution, are what stays expensive. So the practical rule is: draft cheap, finish expensive. Make your test takes on a Fast or Mini model at 720p and re-render only the keeper on the top model.

Where Cast fits

Where it does not:

People also ask

Why is Seedance 2.5 so much more expensive than 2.0 Fast?
It is a bigger model and it goes to 1080p. At 720p BytePlus lists 2.5 at 10.70 USD per million tokens and 2.0 Fast at 5.6[1]; at 1080p the token count rises another 2.25 times. Compare the two in Seedance 2.0 Fast vs 2.5.
What costs the most in an AI video?
Resolution and length, then the model tier. Video inputs and generated audio add on some platforms, for example Replicate's Seedance 2.5 costs about four times more per second with a video input[5].
Why do AI images cost so little by comparison?
An image is one frame. A 5-second clip at 24 frames a second is 120 frames that must also stay consistent with each other, so it needs far more compute.
Do I pay for videos that fail?
On most APIs, no: BytePlus bills only successful generations[1], and Google charges for Veo only when a video is generated[3]. You still lose the time, and a retry is a new charge.

Sources

Claims about other companies come from their own pages, read on the date shown. Products and prices change; check the link for the current version.

  1. BytePlus ModelArk: model pricing (read )
  2. Gemini Apps Help: usage limits (read )
  3. Google: Gemini API pricing (read )
  4. fal.ai: Seedance 2.5 text-to-video (read )
  5. Replicate: bytedance/seedance-2.5 (read )
  6. Google Cloud: generative AI pricing (read )
  7. Runway: pricing (read )
  8. Wan2.2 on GitHub (read )

Related answers

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