Head to head · Video generation · October 2026 research run
Replicate video models vs Seedance on BytePlus ModelArk
Replicate video models scores 62.1 (B) on agent readiness against Seedance on BytePlus ModelArk's 59.3 (C), and leads in 4 of 7 scored categories. Seedance on BytePlus ModelArk leads on agent ergonomics, security & auth and maintenance & community. Both do video generation.
Best video generation for AI agents · All 91 video comparisons
Which one, for what
Good for An agent that wants several vendors' video models behind one token and one request shape, or open models such as Wan next to closed ones.
Ahead on
- Reliability, 75 against 36
- Schema & documentation, 86 against 61
- Payments & pricing, 30 against 20
- Transparency & trust, 72 against 63
Also in its favour
- Runs on your own machine
Watch for
Tokens have no scopes, expiry or spend cap, and any token can run every model and delete account resources
Seedance on BytePlus ModelArk C
Good for Agents that need long clips (up to 30 seconds), many reference assets, video editing and extension, or 4K, bought direct from the model's maker with callbacks and restricted keys.
Ahead on
- Agent ergonomics, 85 against 72
- Security & auth, 79 against 41
- Maintenance & community, 75 against 48
Watch for
No status page was found on byteplus.com, the docs or the trust centre, and no SLA was found that names ModelArk inference
Score by category
| Category | Weight this run | Replicate video models | Seedance on BytePlus ModelArk | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 75 | 36 | Replicate video models +39 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 86 | 61 | Replicate video models +25 |
| Agent ergonomics | 13%16.2 | 72 | 85 | Seedance on BytePlus ModelArk +13 |
| Security & auth | 14%17.5 | 41 | 79 | Seedance on BytePlus ModelArk +38 |
| Payments & pricing | 10%12.5 | 30 | 20 | Replicate video models +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 48 | 75 | Seedance on BytePlus ModelArk +27 |
| Transparency & trust | 7%8.8 | 72 | 63 | Replicate video models +9 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 62.1 · B | 59.3 · C |
Facts side by side
| Fact | Replicate video models | Seedance on BytePlus ModelArk |
|---|---|---|
| Kind | Model platform | Model API |
| Vendor | Replicate (Cloudflare) | BytePlus |
| Hosted endpoint | https://api.replicate.com/v1 | https://ark.ap-southeast.bytepluses.com/api/v3 |
| Transports | HTTP, SSE (legacy), stdio | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under Replicate's terms of service. The Python and JavaScript clients and replicate-mcp are Apache-2.0, and each model carries its own licence | Proprietary service under the BytePlus Customer Agreement and Service Specific Terms. The Go SDK is Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-15 | 2026-09-17 |
| Terms last updated | 2026-04-01 | couldn't be read |
| Privacy policy last updated | 2026-04-01 | couldn't be read |
| Customer content may train models | not found in the text | couldn't be read |
| Terms restrict automated access | not found in the text | couldn't be read |
| Terms restrict benchmarking | not found in the text | couldn't be read |
| Terms or service can change without notice | yes | couldn't be read |
| Arbitration or class-action waiver | yes | couldn't be read |
| Popularity | 917 stars, 705k npm/wk, 357k PyPI/wk | none |
Verdicts
Replicate video models
One bearer token reaches more than twenty official video models at published per-second prices, each with a typed input schema, and failed runs aren't charged. Tokens have no scopes or spend cap, no SLA is published, and the terms let Replicate withdraw any model without notice.
Seedance on BytePlus ModelArk
The video task API documents limits, error codes and per-model parameters in detail, with callbacks, a filterable task list and API keys restrictable by model and IP address. No status page, OpenAPI file or free video quota was found, the newest models need a USD 30 balance, and BytePlus model services are not sold in the United States.
Before you call either
Replicate video models
- Call official models at
POST /v1/models/{owner}/{name}/predictionswith no version, then pollGET /v1/predictions/{id}or passwebhook. Video jobs usually outlast the 60-secondPrefer: waitwindow - Download the output file within the hour. API predictions lose inputs, outputs and logs after 60 minutes
- Read the model's price tiers before setting
resolution,modeorgenerate_audio. Kling 3.0 runs from $0.168 to $0.42 a second and Veo 3.1 doubles with audio - Send
Cancel-Afteron every create. There is no idempotency key, so a blind retry is a second paid video - Keep credit above $20 or enable auto-reload. Low balances are throttled, and granted credit with no card is held to 6 requests a minute
Seedance on BytePlus ModelArk
- POST to
/api/v3/contents/generations/taskson ark.ap-southeast.bytepluses.com, then poll GET/contents/generations/tasks/{id}or passcallback_url. Callbacks need an answer within 5 seconds - Download the result at once. Video URLs last 24 hours, task records 7 days, and a Seedance 2.5 URL allows 100 downloads
- Pass
resolution,ratioanddurationin the request body. Parameters appended to the prompt as--rsor--durare weakly validated and may be ignored - On Seedance 2.5 set
omni_reference_task_typetoeditorextendso constraint errors arrive at submission. Withautothey arrive after the task leaves the queue - Do not send reference images or video with real human faces to Seedance 2.5 or 2.0. Only a queued task can be cancelled with DELETE
Questions
Which is better for AI agents, Replicate video models or Seedance on BytePlus ModelArk?
Replicate video models scores 62.1 (B) on agent readiness against Seedance on BytePlus ModelArk's 59.3 (C), and leads in 4 of 7 scored categories. Seedance on BytePlus ModelArk leads on agent ergonomics, security & auth and maintenance & community.
Can an agent call Replicate video models and Seedance on BytePlus ModelArk without installing anything?
Yes. Replicate video models has a hosted endpoint at https://api.replicate.com/v1 and Seedance on BytePlus ModelArk at https://ark.ap-southeast.bytepluses.com/api/v3.
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Machine-readable
- This page as Markdown
/compare/replicate-video-vs-seedance-on-byteplus-modelark.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/replicate-video.json·/api/v1/tools/seedance-on-byteplus-modelark.json - From a terminal
anchor compare replicate-video seedance-on-byteplus-modelark(the CLI) - Over MCP
compare_tools {"a": "replicate-video", "b": "seedance-on-byteplus-modelark"}at/mcp, no key