Seedance 2.0 and Wan 2.7 both accept more than a text prompt, but the practical choice depends on the exact task and host. Seedance 2.0 in Oakgen currently offers text-to-video with optional image, video, and audio references, plus a separate image-to-video path with an optional last frame. Alibaba documents Wan 2.7 upstream as a family of text-to-video, first/last-frame image-to-video, reference-to-video, continuation, and video-editing models.
Oakgen does not currently expose Wan 2.7 in its video model catalog, so this is a capability and workflow comparison, not a side-by-side Oakgen test. If you need to generate inside Oakgen now, use Seedance 2.0. If Wan 2.7 access matters, use Alibaba Cloud Model Studio and confirm regional availability there.
Direct decision
| Your job | Better starting point | Why |
|---|---|---|
| Create now inside Oakgen | Seedance 2.0 | It is exposed in Oakgen today |
| Use several images, videos, or audio clips as references | Seedance 2.0 in Oakgen or Wan 2.7 reference-to-video upstream | Both support reference-led work; setup differs by host |
| Define an exact opening and ending composition | Either model's image-to-video path | Oakgen Seedance I2V exposes an optional last image; Alibaba documents first/last-frame Wan I2V |
| Continue an existing video through a dedicated continuation task | Wan 2.7 upstream | Alibaba documents continuation as a first-class Wan 2.7 task |
| Replicate effects or camera movement through dedicated editing | Wan 2.7 upstream | Alibaba documents wan2.7-videoedit for editing and replication |
| Deliver from one Oakgen workspace | Seedance 2.0 | Wan 2.7 is not in the current Oakgen selector |
Build the Reference-Led Shot in Oakgen
Use Seedance 2.0 with image, video, or audio references, then keep the final typography and sound mix under editorial control.
Capability ledger, checked August 10, 2026
| Control | Seedance 2.0 upstream | Seedance 2.0 in Oakgen | Wan 2.7 upstream |
|---|---|---|---|
| Text-to-video | ByteDance documents it | 4-15 seconds | Alibaba documents 2-15 seconds |
| First-frame image-to-video | ByteDance documents image input | Separate Oakgen I2V path | Alibaba documents it |
| First and last frame | Part of broader upstream control | Optional last_image in Oakgen I2V | Alibaba documents it |
| Image references | Up to 9 | Up to 9 in Oakgen T2V | Reference/I2V inputs vary by Wan endpoint |
| Video references | Up to 3 | Up to 3, with 15 seconds total shown in the form | Alibaba documents reference video and continuation paths |
| Audio references | Up to 3 | Up to 3, with 15 seconds total shown in the form | Alibaba documents audio input and audio-driven I2V |
| Generated audio | ByteDance demonstrates joint audio-video output | Oakgen exposes no audio-generation toggle; verify the returned file | Alibaba documents audio sync and automatic dubbing/custom audio modes |
| Resolution | Host dependent | 480p, 720p, 1080p, and a 4K option | Alibaba lists 720p and 1080p for Wan 2.7 video |
| Multi-shot | ByteDance documents 15-second multi-shot output | Prompt-led inside the generator | Alibaba documents multi-shot narrative |
| Editing/continuation | ByteDance documents editing and extension upstream | No dedicated control in current Oakgen Seedance forms | Dedicated Wan 2.7 continuation and video-editing endpoints |
Do not read the upstream columns as proof that every app exposes every control. Provider models are often split into separate endpoints, and host interfaces may expose only part of that surface.
Reference-led control with Seedance 2.0
Use Seedance text-to-video when several assets need separate responsibilities. A small production packet might assign:
Image 1: character identity and wardrobe.
Image 2: product geometry and material.
Video 1: camera height, path, and pace only.
Audio 1: rhythm only.
ByteDance says Seedance can reference composition, motion, camera movement, visual effects, and audio from input assets. Assignment still matters; a general pile of references can create competing instructions.
Oakgen's current text-to-video form exposes as many as nine images, three videos, and three audio files. Its image-to-video form instead uses one opening image and an optional last image. The Seedance 2 complete guide records the current controls in detail.
Endpoint-led control with Wan 2.7
Alibaba's documentation splits Wan 2.7 video work into named tasks:
wan2.7-t2vfor text-to-video with audio sync and multi-shot narrative;wan2.7-i2vfor first-frame, first/last-frame, continuation, and audio-driven image-to-video;wan2.7-r2vfor reference image/video work;wan2.7-videoeditfor instruction-based editing, style transfer, effect replication, and camera-movement replication.
This separation can make routing clear, but it also means you must choose the correct endpoint and regional setup before writing the request. Alibaba warns that the model, endpoint, workspace, API key, and region must match.
First and last frames: both can do the job
The old version of this article framed first/last control as a Wan-only distinction. That is no longer accurate for the Oakgen workflows in front of us. Seedance 2.0 image-to-video currently exposes a required opening image and optional last image.
Use endpoints when the destination is part of the brief:
FIRST FRAME: Same navy travel mug, lid open, front three-quarter view on a train table.
LAST FRAME: Same mug, lid closed, held upright beside the window.
MOTION: One hand closes the lid, releases it, then lifts the mug once.
CAMERA: Locked medium close-up; no orbit or zoom.
CONSTRAINTS: Preserve handle, rim, lid, body taper, material, color, and scale.
The two frames must depict a physically possible transition. If the product angle, lighting, scale, or location changes too far, use a cut. Read the first-frame, last-frame, and multi-reference guide before adding more controls.
Camera and motion control
Do not promise exact replication without a measured test. A video reference can supply camera or motion cues, but the generated scene still has different geometry, depth, subjects, and collisions.
For Seedance in Oakgen:
- Use a short reference clip with one camera move and no cuts.
- State that the clip owns camera path and pace only.
- Keep the subject action small during the first test.
- Review the path, subject identity, contact, and final composition separately.
For Wan upstream, choose the endpoint by control: reference-to-video for source-led appearance/motion, video edit for camera or effect replication, or I2V for endpoints. Alibaba's Wan prompt guide uses indexed names such as Image 1 and Video 1 for reference roles.
A fair comparison protocol
This article does not claim test winners. If you can access both models, use this card:
| Fixed input | Required value |
|---|---|
| Source files | Same cleared character, product, setting, and motion sources |
| Delivery | Same duration, aspect ratio, and closest shared resolution |
| Prompt | Same subject, action, camera, light, timing, and constraints |
| Sound | Disable or replace for visual comparison; score sound separately |
| Attempts | Same number of renders per workflow |
| Pass criteria | Written before generation |
Score identity, product geometry, action completion, camera path, endpoint match, physics, and edit usefulness from 0 to 2. Keep provider and host names beside every output because behavior can change by endpoint.
When Seedance 2.0 is the practical choice
Choose Seedance in Oakgen when you need a current path from references to a deliverable without leaving the workspace. It also fits a team that wants to draft at a lower resolution, repair the movement, then select Oakgen's 4K option for a final render. Oakgen's 4K selector is a host capability; do not describe the result as native 4K unless ByteDance or the serving provider documents that exact production path.
See the Seedance 2.0 4K workflow for draft-versus-final render discipline.
When Wan 2.7 upstream is worth the extra setup
Wan 2.7 is relevant when you specifically need a dedicated continuation or video-editing endpoint and can work through Alibaba Cloud. Confirm region, endpoint, model ID, file limits, and cost in the live documentation before production. Oakgen does not currently offer a Wan 2.7 shortcut.
Common comparison mistakes
Calling one reference system deterministic. A generated output is still probabilistic. Describe the input and judge the actual result.
Comparing different tasks. Seedance reference-to-video versus Wan first/last-frame I2V tests the task choice as much as the model.
Using 4K on one side and 1080p on the other. Compare motion at a shared delivery resolution, then judge higher-resolution finishing separately.
Mixing input audio with generated audio. A model may accept rhythm or voice as a reference without returning a final soundtrack in the host you use.
Publishing provider cost guesses. Prices and regional availability move. Read the live Oakgen estimate or Alibaba pricing page before each production batch.
FAQ
Is Wan 2.7 available on Oakgen?
Not in Oakgen's current video model catalog as of August 10, 2026. Seedance 2.0 is available. Use Alibaba Cloud Model Studio for Wan 2.7 and verify the correct regional endpoint.
Does Seedance 2.0 support first and last frames in Oakgen?
Yes. Oakgen's Seedance 2.0 image-to-video form currently accepts a required opening image and an optional last image.
Does Wan 2.7 support first and last frames?
Yes. Alibaba documents first-frame and first/last-frame generation under the Wan 2.7 image-to-video model.
Can both models use reference videos?
ByteDance documents video references for Seedance 2.0, and Oakgen exposes them in Seedance text-to-video. Alibaba documents separate Wan 2.7 reference-to-video and video-editing models.
Which model has 4K video?
Oakgen currently exposes a 4K option for Seedance 2.0. Alibaba's Wan 2.7 video table lists 720p and 1080p. Oakgen's selector should not be rewritten as a ByteDance native-4K claim.
Which one is cheaper?
Check the live host before generating. Wan regional pricing and Oakgen credits can change, and the two workflows may not process the same inputs.
Which is better for camera replication?
Both providers describe reference or editing controls that can guide camera movement. Use a measured same-source test before picking a winner for your footage.
Continue the workflow
- Seedance 2.0 inputs and controls
- Seedance 2.0 4K draft and final workflow
- Seedance 2 prompt structure
- Seedance prompting guide
Use the Model That Is Ready for the Shot
Seedance 2.0 is available in Oakgen now with reference-led text-to-video, image-to-video, an optional last frame, and a 4K output option.
