Luma Ray 3.14 beat 11 video models in a single-prompt test, at 5 tokens
A Habr author ran 12 video generation models through the same prompt: 8 seconds, 720p, one generation per model. Luma Ray 3.14 won on total score with 9.1 out of 10, a two-minute generation time and 5 tokens, the lowest price on the list. Seedance 2.5 produced the best-looking image, but a single clip cost 138.7 tokens, 27 times more than the leader. • Luma Ray 3.14: 9.1/10, 2 minutes, 5 tokens. • Seedance 2.5: best image, 138.7 tokens. • Single-generation test: a rough guide, not a verdict.
AI-processed from Habr AI; edited by Hamidun News
Twelve video models received the same prompt and generated one clip each: 8 seconds, 720p. Luma Ray 3.14 took first place on total score with 9.1 out of 10. Generation took two minutes and cost 5 tokens, less than any other model on the list. Seedance 2.5 produced the best-looking image, but it cost 138.7 tokens. That is 27 times more than the leader.
How the test works
The method is simple, which is both its strength and its weakness. Conditions are identical for everyone: one prompt, one duration, one resolution. Results are comparable on price and time, the parameters that usually get lost in marketing comparisons. But the test has a limitation: one run per model. Generative video depends heavily on the seed. A single unlucky or, conversely, lucky clip can shift a score noticeably, and a test like this does not show the spread between runs.
The announcement does not disclose how the scores were calculated or which criteria went into the final rating. All we know is that total score and image quality did not match: the winner was not the model with the visually best result. That means speed and price, or other parameters, carried weight in the final score.
Price vs. image quality
The main contrast in the test is that Luma Ray 3.14 and Seedance 2.5 sit at opposite poles. Below are the figures from the study and some simple arithmetic based on them.
- Luma Ray 3.14: 9.1 out of 10, about two minutes per generation, 5 tokens per clip, or 0.625 tokens per second of video.
- Seedance 2.5: the best image in the sample, 138.7 tokens per clip, roughly 17.3 tokens per second.
- Price difference: 138.7 to 5, or almost 28 times; the author's text rounds it to 27.
- Conditions for all 12 models: 8 seconds, 720p, one prompt, one generation.
Cost per unit of quality looks noticeably better for the leader. Seedance 2.5 gives the best image but loses on total score, so in this test the 27x premium for a visual edge did not pay off. For a project where every frame matters, the calculation may come out differently.
What to do with this in practice
The ranking is useful as a price map and a shortlisting guide, not as a final verdict. A sensible approach looks like this.
For high-volume tasks such as previews, social media, rough storyboards and idea tests, start with a cheap model. At 5 tokens per clip, you can generate several variants and pick the best. For the same money, Seedance 2.5 delivers less than one attempt per 138.7 tokens.
It makes sense to bring in the expensive model at the final stage: once the scene is approved, the prompt is tuned, and image quality is what decides the outcome. That way the budget goes to selected shots rather than to hunting for a lucky seed.
Before choosing, repeat the test on your own prompts, with at least 3–5 runs per model. The same request with different seeds will show how stable the results are. Compare on your own type of content: faces, camera movement, text in frame and physics behave differently across models, and an eight-second 720p clip says nothing about long scenes or higher resolutions.
Finally, token prices apply to specific platforms and plans, so check the current price list before committing to a budget. The 5-to-138.7 ratio holds as of October 2026, but it may change with the next pricing update.
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