WAN 2.7 vs Seedance 2.0 vs Sora 2 vs Veo 3.1 Fast: Image-to-Video Comparison
Compare four leading image-to-video AI models on WaveSpeedAI: WAN 2.7, Seedance 2.0, Sora 2, and Veo 3.1 Fast. Pricing, quality, duration, audio, and use case recommendations.
All four models are available on WaveSpeedAI. Try them now: WAN 2.7 I2V | Seedance 2.0 I2V | Sora 2 I2V | Veo 3.1 Fast I2V
Image-to-video generation has become one of the most practical AI video workflows: start with a reference frame, describe the motion, and get a clip that preserves your subject’s identity and composition. But the four models available on WaveSpeedAI take very different approaches to the problem.
This comparison focuses specifically on image-to-video capabilities — how each model handles reference image fidelity, motion synthesis, audio, pricing, and creative control.
Quick Comparison
| Feature | WAN 2.7 | Seedance 2.0 | Sora 2 | Veo 3.1 Fast |
|---|---|---|---|---|
| Resolution | 720p / 1080p | 1080p | 1080p | 1080p |
| Max Duration | 15s | 10s | 12s | 8s |
| Duration Control | Flexible (per second) | Flexible | Fixed tiers (4/8/12s) | Fixed (8s) |
| Audio | Input audio sync | No | Synchronized generation | Native generation |
| First/Last Frame | Yes | No | No | No |
| Negative Prompt | Yes | Yes | No | No |
| Cost (8s, 1080p) | $1.20 | $0.96 | $0.80 | $1.20 (with audio) |
| Speed | Fast | Fast | Moderate | Fast (30% faster than standard) |
WAN 2.7 Image-to-Video
Alibaba’s WAN 2.7 is the most feature-rich option in this comparison. It supports first and last frame control, audio input synchronization, negative prompts, and prompt expansion — giving you more levers to pull than any other model here.
Key Specs
- Resolution: 720p or 1080p
- Duration: 5–15 seconds (flexible, per-second billing)
- Audio: Upload an audio track to guide pacing and mood
- First/Last Frame: Define both start and end frames for controlled transitions
- Negative Prompt: Exclude unwanted elements
- Prompt Expansion: Auto-enrich short prompts
Strengths
- Most flexible duration range (up to 15s)
- First and last frame guidance for scene transitions
- Audio input synchronization for music videos and ads
- 720p option for cost-efficient iteration
- Negative prompt support for artifact control
Limitations
- 720p default requires explicit 1080p selection (at 1.5x cost)
- Newer model with less community feedback than Sora 2 or Veo
API Example
import wavespeed
output = wavespeed.run(
"alibaba/wan-2.7/image-to-video",
{
"image": "https://example.com/photo.jpg",
"prompt": "Slow zoom out, wind moves through hair, golden hour lighting",
"duration": 10,
},
)
print(output["outputs"][0])
Pricing
| Duration | 720p | 1080p |
|---|---|---|
| 5s | $0.50 | $0.75 |
| 10s | $1.00 | $1.50 |
| 15s | $1.50 | $2.25 |
Seedance 2.0 Image-to-Video
ByteDance’s Seedance 2.0 is the successor to the Seedance 1.5 Pro line, delivering improved motion coherence and cinematic quality. It excels at smooth, natural motion synthesis with strong identity preservation from the reference image.
Key Specs
- Resolution: 1080p
- Duration: Up to 10 seconds
- Motion Quality: Smooth camera movement with natural physics
- Negative Prompt: Supported
- Seed Control: Reproducible results
Strengths
- Excellent motion coherence and temporal stability
- Strong subject identity preservation
- Natural camera dynamics (pans, zooms, tracking shots)
- Competitive pricing
- Good prompt fidelity for complex scenes
Limitations
- No audio generation or input
- No first/last frame control
- Shorter maximum duration than WAN 2.7 or Sora 2
- No 720p option for cost-saving iteration
API Example
import wavespeed
output = wavespeed.run(
"bytedance/seedance-2.0/image-to-video",
{
"image": "https://example.com/photo.jpg",
"prompt": "Character turns to camera, smiles, sunlight catches their eyes",
},
)
print(output["outputs"][0])
Sora 2 Image-to-Video
OpenAI’s Sora 2 brings its physics-aware generation to image-to-video. It produces some of the most realistic motion in the group, with accurate contact dynamics, cloth simulation, and natural secondary motion. It also generates synchronized audio automatically.
Key Specs
- Resolution: 1080p
- Duration: 4s, 8s, or 12s (fixed tiers)
- Audio: Automatically generated, synchronized with visuals
- Physics: Contact, inertia, and secondary motion simulation
- Temporal Consistency: Minimal flicker or morphing
Strengths
- Best physics simulation — realistic collisions, cloth, hair
- Synchronized audio generation with lip-sync
- Longest maximum duration (12s) at competitive pricing
- Strong identity preservation with parallax and depth
- Wide stylistic range (photorealistic to stylized)
Limitations
- Fixed duration tiers only (no per-second control)
- No first/last frame control
- No negative prompt support
- Content policy restrictions on certain image types
API Example
import wavespeed
output = wavespeed.run(
"openai/sora-2/image-to-video",
{
"image": "https://example.com/photo.jpg",
"prompt": "Gentle handheld camera, subject walks forward through a busy market",
"duration": 8,
},
)
print(output["outputs"][0])
Pricing
| Duration | Cost |
|---|---|
| 4s | $0.40 |
| 8s | $0.80 |
| 12s | $1.20 |
Veo 3.1 Fast Image-to-Video
Google’s Veo 3.1 Fast is the speed-optimized variant of DeepMind’s flagship video model. It produces cinema-quality output at 24fps with native audio generation — ambient sounds, dialogue, and music — all synchronized to the visuals. The “Fast” variant delivers results up to 30% quicker than the standard Veo 3.1.
Key Specs
- Resolution: 1080p (native)
- Duration: Up to 8 seconds
- Frame Rate: 24fps (cinema standard)
- Audio: Native generation (ambient, dialogue, music)
- Speed: ~30% faster than standard Veo 3.1
Strengths
- Highest cinematic quality with native 24fps
- Best audio generation — ambient, dialogue, music, and effects
- Consistent subject identity and color tone preservation
- Natural lighting and perspective accuracy
- Fast generation speed for the quality tier
Limitations
- Shortest maximum duration (8s)
- Highest per-run cost
- No per-second pricing — flat rate per generation
- No first/last frame or negative prompt control
API Example
import wavespeed
output = wavespeed.run(
"google/veo3.1-fast/image-to-video",
{
"image": "https://example.com/photo.jpg",
"prompt": "Slow cinematic zoom out, wind moves through trees, sunlight flickers across leaves",
},
)
print(output["outputs"][0])
Pricing
| Configuration | Cost |
|---|---|
| With audio | $1.20 |
| Without audio | $0.80 |
Head-to-Head Comparisons
Image Fidelity & Identity Preservation
| Capability | WAN 2.7 | Seedance 2.0 | Sora 2 | Veo 3.1 Fast |
|---|---|---|---|---|
| Subject identity lock | Good | Excellent | Excellent | Excellent |
| Style/texture preservation | Good | Very good | Very good | Excellent |
| Composition retention | Very good | Good | Very good | Very good |
| First/last frame control | Yes | No | No | No |
Motion Quality
| Capability | WAN 2.7 | Seedance 2.0 | Sora 2 | Veo 3.1 Fast |
|---|---|---|---|---|
| Camera dynamics | Good | Excellent | Very good | Excellent |
| Physics realism | Good | Good | Excellent | Very good |
| Temporal stability | Good | Very good | Excellent | Very good |
| Secondary motion (hair, cloth) | Good | Very good | Excellent | Very good |
Audio
| Capability | WAN 2.7 | Seedance 2.0 | Sora 2 | Veo 3.1 Fast |
|---|---|---|---|---|
| Audio generation | No (input only) | No | Yes | Yes |
| Audio input sync | Yes | No | No | No |
| Lip-sync | No | No | Yes | Yes |
| Ambient/SFX | No | No | Yes | Yes |
Cost Efficiency (1080p)
| Duration | WAN 2.7 | Seedance 2.0 | Sora 2 | Veo 3.1 Fast |
|---|---|---|---|---|
| 4s | $0.60 | $0.48 | $0.40 | — |
| 8s | $1.20 | $0.96 | $0.80 | $1.20 |
| 10s | $1.50 | $1.20 | — | — |
| 12s | $1.80 | — | $1.20 | — |
Use Case Recommendations
Choose WAN 2.7 if you need:
- Scene transitions with first and last frame control
- Audio-synced video from an existing music track or voiceover
- Longer clips (up to 15 seconds)
- Budget iteration at 720p before upscaling
Best for: Music videos, transition sequences, audio-visual content, iterative workflows
Choose Seedance 2.0 if you need:
- Smooth, cinematic motion with strong identity preservation
- Cost-effective high-quality 1080p output
- Natural camera dynamics for product and lifestyle content
- Reliable prompt following for complex scene descriptions
Best for: Product videos, social media content, character animation, marketing
Choose Sora 2 if you need:
- Physics-accurate motion — realistic contact, cloth, and secondary dynamics
- Auto-generated audio with lip-sync for speaking characters
- Longer clips (up to 12s) at competitive pricing
- Wide stylistic range from photorealistic to anime
Best for: Narrative content, character-driven videos, ads with dialogue, creative storytelling
Choose Veo 3.1 Fast if you need:
- Cinema-grade quality at 24fps with the best visual fidelity
- Rich audio generation — ambient, dialogue, music, and effects
- Fast turnaround on high-quality output
- Professional-grade lighting and color preservation
Best for: Film-quality shorts, premium ads, cinematic social content, professional presentations
The Verdict
There is no single “best” image-to-video model — each fills a distinct niche:
- WAN 2.7 is the Swiss Army knife: most features, most flexibility, best for workflows that need audio input sync or frame-to-frame control.
- Seedance 2.0 delivers the best value for high-quality motion at the lowest cost per second.
- Sora 2 leads on physics realism and is the only model with both auto-generated audio and 12-second clips at $0.10/s.
- Veo 3.1 Fast produces the most cinematic output with the best native audio, but at a premium price and shorter duration.
The good news: all four are available on WaveSpeedAI with the same API pattern, so you can test each one on your actual reference images and compare the results directly.
Try them all on WaveSpeedAI:

