Head to head

Same prompt, different models

Every model here runs on one platform with published per-second pricing, so comparisons end with numbers instead of vibes. Verdicts name the winner per job; examples are real generations served from our gallery.

Same-prompt benchmarks

Every pair from our five-model harness ran six identical prompts — watch the actual outputs. Full results on the leaderboard.

Video models

Seedance vs Wan

Pick Seedance 2 when the clip ships: it renders 720p or 1080p with synchronized audio and strong prompt following from about $1.28 per 5s. Pick Wan when volume matters more than polish: at roughly half the price (from 90 credits, about $0.90 per 5s), it is the workhorse for drafts and social content, but it is silent and tops out at 720p.

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Video models

Seedance vs LTX

Use LTX 2 for previs, placeholders, and timing tests: at 9 credits (about $0.09) per clip it is the cheapest real generator on ManifoldGen. Use Seedance 2 for anything an audience sees: it follows complex prompts, keeps characters coherent, and generates audio from about $1.28 per 5s, roughly 14x the price of an LTX preview.

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Video models

Manifold Video vs Seedance

Pick Manifold Video when you need shot-level control: ordered keyframes, an exact stop frame, seamless loops, and generated audio starting around 101 credits (about $1.01) including sound. Pick Seedance 2 when raw cinematic fidelity is the goal: it is the quality benchmark for complex action and reference consistency, from about $1.28 per 5s.

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Video models

Manifold Video vs Wan

Pick Wan for pure volume: from 90 credits (about $0.90) per 5s clip it is the cheapest versatile generator here, ideal for drafts and social feeds in 720p. Pick Manifold Video when direction matters: ordered keyframes, exact stop frames, and generated audio come from roughly 101 credits (about $1.01), a small premium over Wan with far more shot control.

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Video models

Wan vs LTX

Pick LTX 2 when cost dominates: from 9 credits (about $0.09) per clip it is the cheapest real generator on ManifoldGen, built for previs and placeholders. Pick Wan when you need broader styles and camera-move control at $0.15 per second (about $0.90 per 5s): it produces more versatile finished-looking footage, still without audio and capped at 720p.

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Video models

Happy Horse vs Seedance Image-to-Video

For animating illustrated or stylized characters, Happy Horse is the better animation engine: expressive, lively motion tuned for dance-like energy, from 168 credits (about $1.68) per clip. Choose Seedance image-to-video for realistic footage where prompt fidelity, character coherence, and synchronized audio matter; its entry pricing starts from 128 credits (about $1.28).

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Video models

RA2V vs Seedance

Pick RA2V if you are building a product and want one stable endpoint: describe the shot and ManifoldGen routes it to the right backend, from 120 credits (about $1.20) per clip. Pick Seedance 2 when you want to steer the model directly: it is the quality benchmark for cinematic motion and reference consistency from about $1.28 per 5s, with audio included.

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Video models

Seedance Fast vs Seedance 2

Draft with Seedance Fast at $0.266 per second (about $1.33 per 5s, roughly 20% cheaper), then re-render winners with full Seedance 2 at $0.334 per second (about $1.67 per 5s). Same family, same prompt adherence and native audio; the standard tier buys maximum fidelity for final delivery, the fast tier buys cheaper iteration.

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Image models

FLUX.2 [dev] vs GPT Image 2

Use FLUX.2 [dev] for volume generation: $0.04 per image, one-sixth the price of GPT Image 2, with strong prompt adherence for most art and product work. Pay $0.24 per image for GPT Image 2 only when instructions get long and structural: it has the strongest instruction following on ManifoldGen for complex layouts and multi-constraint briefs. Try both at /tools/flux-2 and /tools/gpt-image.

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Image models

Nano Banana 2 vs GPT Image 2

Pick Nano Banana 2 at $0.16 per image when the job is editing an existing image or rendering readable text inside the picture: it is the best edit-and-text-rendering model here and costs two-thirds of GPT Image 2. Pick GPT Image 2 at $0.24 per image when a long, constraint-heavy prompt must be followed exactly. Both run at /tools/nano-banana and /tools/gpt-image on one balance.

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Video models

Seedance vs Kling

Pick Seedance 2 when a single clip must be cinematic, character-coherent, and audio-ready: 1080p with synchronized sound from about $1.67 per 5s. Pick Kling 3.0 when you want native audio and multi-shot scenes at a lower entry price: Standard text-to-video starts at 76 credits (~$0.76) and Pro adds 1080p and improved lipsync from 101 credits.

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Video models

Seedance vs Veo

Pick Seedance 2 for cinematic, character-driven work at 1080p with synchronized audio from about $1.67 per 5s. Pick Veo 3.1 when the shot must look physical: photoreal image-to-video with believable physics and synced sound from 240 credits (~$2.40), or Veo 3.1 Fast at 90 credits when a still needs realistic motion on a budget.

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Video models

Kling vs Veo

Pick Kling 3.0 for budget-conscious clips with native audio and multi-shot scenes: Standard starts at 76 credits (~$0.76), Pro adds 1080p and improved lipsync from 101 credits. Pick Veo 3.1 when the shot must look physical: photoreal image-to-video with believable motion from 240 credits (~$2.40), or Veo 3.1 Fast at 90 credits for realistic still animation.

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Benchmark your own prompts

Run any prompt across every model from one Studio session — pay only for what generates.