This is a simplified guide to an AI model called Wan-3-Prime maintained by Alibaba. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.
Overview
wan-3-prime is a Replicate-hosted text-to-video model described as Alibaba’s Wan 3.0 Prime. It turns a text prompt into a video, and can also animate an optional starting image; the listing advertises 480p, 720p, or 1080p output and clips up to 30 seconds. The maintainer is alibaba. The key practical point is that the current Replicate schema supports both text-only generation and image-conditioned generation, but it does not document frame rate, parameter count, architecture, training data, or a speed guarantee for this Prime endpoint. The supplied GitHub README describes Wan2.1 rather than Wan 3.0 Prime, so its hardware and benchmark figures should not be treated as specifications for this model. For prompt craft, the related research on Wan prompt enhancement is relevant context, but the endpoint’s own prompt-expansion option is the only prompt-processing control exposed in its schema.
Best use cases
Short concept and campaign previews. Generate a 2–30 second draft from a written scene description, such as a product reveal, a travel establishing shot, or a mood piece for a pitch deck. The 480p, 720p, and 1080p choices let a team trade output size against intended presentation quality, though the schema does not state how resolution affects cost or generation time.
Animating an existing still. Supply a JPG, PNG, BMP, or WebP image as the first frame and describe the desired action in the prompt—for example, a still product shot with a slow camera move or a landscape with moving clouds. The image is limited to 10 MB, and the schema says the input image’s aspect ratio is used, so the aspect_ratio setting does not control this mode.
Creative exploration from short prompts. Enable prompt expansion, which defaults to true, when a brief prompt needs more detail. The schema says expansion can improve results for short prompts, with increased latency; this makes it useful for ideation when the user values prompt assistance over the shortest turnaround.
Multiple aspect-ratio drafts from text. For text-only generation, aspect_ratio defaults to adaptive, allowing the model to choose a ratio for the prompt. This can help when a workflow needs a first draft without a fixed canvas, but teams that require exact dimensions should verify the returned video’s actual dimensions before using it downstream.
Limitations
The available materials do not provide a Prime-specific quality benchmark, frame rate, inference-time estimate, price, or hardware requirement. Do not use the Wan2.1 README’s 8.19 GB VRAM and roughly four-minute RTX 4090 result as a performance estimate for this endpoint: those figures refer to the Wan2.1 T2V-1.3B model and a 5-second 480p video, not Wan 3.0 Prime on Replicate.
The schema requires a text prompt, but does not specify a prompt-length limit or supported languages. It accepts an optional first-frame image only; it does not expose a video input, multiple reference images, audio input, camera controls, or a frame-rate setting. The image must be a URI and one of JPG, PNG, BMP, or WebP, with a maximum size of 10 MB. Duration must be an integer from 2 to 30 seconds. The output schema is only a URI string, so it does not promise a particular container, codec, frame rate, or file-retention period.
The listing advertises 480p, 720p, and 1080p, but the schema excerpt does not include the resolution enum values or exact pixel dimensions. Likewise, it references an aspect-ratio enum without listing its values. Treat those details as unresolved rather than assuming a specific set of ratios or dimensions.
The supplied README covers Wan2.1, not this Prime endpoint. It documents Wan2.1’s task range and model variants, but does not establish that this Replicate model inherits those capabilities or limitations. The provided license URL points to the Wan2.1 repository license; the materials do not establish whether that license governs Wan 3.0 Prime weights or this hosted service. Check the applicable terms before commercial deployment. No specific safety policy, bias evaluation, or failure-mode study for this endpoint is included in the supplied materials.
How it compares
wan-3: Choose
wan-3-primewhen you want the Prime endpoint’s prompt-expansion control and its documented optional first-frame image input. Choose wan-3 when its listing’s general Wan 3.0 text-or-image workflow is a better fit; it also advertises 480p, 720p, 1080p, and up to 30 seconds, and notes a 50% discount through Aug 30. The supplied information does not give a controlled quality, speed, or cost comparison between the two endpoints.wan-3.0-prime/text-to-video: Choose
wan-3-primewhen you need the Replicate schema’s optional image conditioning, negative prompt, seed, and explicit duration and resolution controls. Choose wan-3.0-prime/text-to-video when the described emphasis on accelerated generation and text-only creative iteration matches the job. The supplied listing does not provide comparable prices, measured latency, or output benchmarks.wan-3.0/text-to-video: Choose
wan-3-primefor the documented image input and prompt-expansion setting, or when you need the stated 30-second maximum. Choose wan-3.0/text-to-video when you want the non-Prime Wan 3.0 text-to-video endpoint described as emphasizing motion smoothness, scene fidelity, and visual coherence. The available descriptions do not quantify quality or speed differences.wan-pro/text-to-video: Choose
wan-3-primefor clips longer than six seconds, for its advertised 480p/720p/1080p choices, or when you want to animate a starting image. Choose wan-pro/text-to-video when a 30 fps, 1080p text-to-video output of up to six seconds fits the task and its premium positioning is appropriate. The supplied information does not establish which endpoint has higher visual quality or lower cost.wan-2.7-t2v: Choose
wan-3-primefor its advertised 30-second ceiling and optional first-frame image input. Choose wan-2.7-t2v when synchronized audio is a requirement: its listing describes text-to-video with audio, 1080p output, and up to 15 seconds. The supplied details do not give a direct speed, price, or quality comparison.
Technical specifications
The Replicate schema is the source of truth for the endpoint’s current input and output shape. It exposes a prompt, optional negative prompt, optional image, duration, resolution, aspect ratio, prompt expansion, and seed. The output is a URI string. The model description advertises 480p, 720p, and 1080p, with a maximum duration of 30 seconds.
The supplied repository README is for Wan2.1. It describes a suite of video foundation models and reports that its T2V-1.3B variant uses 8.19 GB VRAM and can generate a 5-second 480p video on an RTX 4090 in about four minutes without quantization. Those are Wan2.1 figures, not confirmed requirements or performance for wan-3-prime. The README also lists Wan2.1 T2V-14B, I2V-14B, FLF2V-14B, and VACE variants, with different supported resolutions; it does not identify this Replicate endpoint as one of those variants.
Confirmed endpoint details:
- Replicate visibility: public.
- Latest version ID:
e92fcde3c44470e5965593dc39606c1b71d42d571c157748da351f1ff10efa49. - Latest version creation timestamp in metadata:
2026-09-15T14:06:06.397504Z. - Cog version:
0.22.0. - Advertised output resolutions: 480p, 720p, and 1080p.
- Duration: integer seconds, minimum 2, maximum 30, default 5.
- Seed: nullable integer, range 0–2147483647, default
null. - Prompt expansion: boolean, default
true; the schema says it can improve short prompts and increases latency. - Negative prompt: string, default empty.
- Image: optional URI; JPG, PNG, BMP, or WebP; maximum 10 MB.
- Aspect ratio: default
adaptive; ignored when an image is supplied, because the input image’s aspect ratio is used. - Output: URI string.
The schema does not provide parameter count, architecture, training-set details, context window, exact resolution dimensions, frame rate, video container or codec, pricing, or endpoint-specific inference requirements. It also does not list the enum values for resolution or aspect ratio. The Wan2.1 README says its code requires PyTorch 2.4.0 or later and notes integrations with Diffusers and ComfyUI, but those are repository details, not requirements for calling this hosted Replicate endpoint.
Model inputs and outputs
Inputs
-
prompt— string; text prompt for video generation. Required by the schema. -
image— optional string URI; first-frame image to animate with the prompt. Accepted formats: JPG, PNG, BMP, WebP. Maximum size: 10 MB. When supplied, the image’s aspect ratio is used. -
negative_prompt— string; describes content to exclude. Default:"". -
resolution— resolution enum reference; default:"1080p". The model description advertises 480p, 720p, and 1080p, but the schema excerpt does not enumerate the allowed values. -
aspect_ratio— aspect-ratio enum reference; default:"adaptive". The schema does not list the enum values. Ignored whenimageis supplied. -
duration— integer seconds; default:5; minimum:2; maximum:30. -
enable_prompt_expansion— boolean; default:true. The schema says it can improve short prompts and increases latency. -
seed— nullable integer; default:null; allowed range:0–2147483647. Use a fixed value when you want a reproducible generation request.
Outputs
- Output — string URI. The schema does not specify a video container, codec, frame rate, dimensions, or retention period. Retrieve and inspect the returned URI in your application before relying on those properties.
Getting started
Install the Replicate Python client with pip install replicate, set REPLICATE_API_TOKEN in your environment, then run:
import replicate
output = replicate.run(
"alibaba/wan-3-prime",
input={
"prompt": "A red paper kite rises above a quiet coastal town at sunset",
"negative_prompt": "",
"duration": 5,
"resolution": "1080p",
"aspect_ratio": "adaptive",
"enable_prompt_expansion": True,
"seed": 12345,
# Optional: provide a publicly accessible image URI (JPG, PNG, BMP, or WebP; <=10 MB)
# "image": "https://example.com/starting-frame.jpg",
},
)
print(output) # URI string
The example uses the schema’s documented defaults and a seed within its allowed range. If you provide image, the input image’s aspect ratio takes precedence over aspect_ratio.
Frequently asked questions
Q: What inputs does wan-3-prime require?
A: The schema requires a text prompt. You can also set a negative prompt, duration, resolution, aspect ratio, prompt expansion, and seed, or provide an optional first-frame image.
Q: What output format does this Replicate model return?
A: The output schema returns a URI string. It does not specify the video container, codec, frame rate, or retention period.
Q: Can I use wan-3-prime commercially, and what license applies?
A: The supplied metadata points to the Wan2.1 repository license, but the provided materials do not confirm that it governs Wan 3.0 Prime weights or this hosted endpoint. Review the applicable model and service terms before commercial use.
Q: What are the main constraints on a generation request?
A: Duration must be an integer from 2 to 30 seconds, with a default of 5. An optional image must be a URI in JPG, PNG, BMP, or WebP format and no larger than 10 MB; its aspect ratio overrides the aspect-ratio setting.
Q: Does prompt expansion make generation faster?
A: No speed improvement is documented. Prompt expansion defaults to enabled and is described as a way to improve short prompts, with increased latency.
Q: How does wan-3-prime compare with wan-2.7-t2v?
A: wan-3-prime advertises clips up to 30 seconds and accepts an optional starting image. The wan-2.7-t2v listing describes 1080p text-to-video with synchronized audio and a 15-second maximum; the supplied information does not establish a direct quality or cost winner.
Q: Is wan-3-prime suitable for production use?
A: It can be integrated through Replicate’s API, and its schema exposes controls for duration, resolution, negative prompts, seeds, and optional image conditioning. The supplied materials do not provide service-level guarantees, endpoint-specific latency or pricing, or a Prime-specific quality evaluation, so validate those factors with representative workloads before production rollout.
Q: Is this model still actively maintained?
A: Replicate metadata lists a public model version created on 2026-09-15 and Cog version 0.22.0. The supplied GitHub README describes Wan2.1 and includes project updates through 2025, so it does not establish the maintenance status of the Wan 3.0 Prime endpoint itself.Q: What does the Wan2.1 README say about hardware?
A: It reports 8.19 GB VRAM and about four minutes for a 5-second 480p generation on an RTX 4090 for Wan2.1 T2V-1.3B, without quantization. Those figures are not confirmed requirements or speed estimates for wan-3-prime.
wan-3: Choose
wan-3-primewhen you want the Prime endpoint’s prompt-expansion control and its documented optional first-frame image input. Choose wan-3 when its listing’s general Wan 3.0 text-or-image workflow is a better fit; it also advertises 480p, 720p, 1080p, and up to 30 seconds, and notes a 50% discount through Aug 30. The supplied information does not give a controlled quality, speed, or cost comparison between the two endpoints.wan-3.0-prime/text-to-video: Choose
wan-3-primewhen you need the Replicate schema’s optional image conditioning, negative prompt, seed, and explicit duration and resolution controls. Choose wan-3.0-prime/text-to-video when the described emphasis on accelerated generation and text-only creative iteration matches the job. The supplied listing does not provide comparable prices, measured latency, or output benchmarks.wan-3.0/text-to-video: Choose
wan-3-primefor the documented image input and prompt-expansion setting, or when you need the stated 30-second maximum. Choose wan-3.0/text-to-video when you want the non-Prime Wan 3.0 text-to-video endpoint described as emphasizing motion smoothness, scene fidelity, and visual coherence. The available descriptions do not quantify quality or speed differences.wan-pro/text-to-video: Choose
wan-3-primefor clips longer than six seconds, for its advertised 480p/720p/1080p choices, or when you want to animate a starting image. Choose wan-pro/text-to-video when a 30 fps, 1080p text-to-video output of up to six seconds fits the task and its premium positioning is appropriate. The supplied information does not establish which endpoint has higher visual quality or lower cost.wan-2.7-t2v: Choose
wan-3-primefor its advertised 30-second ceiling and optional first-frame image input. Choose wan-2.7-t2v when synchronized audio is a requirement: its listing describes text-to-video with audio, 1080p output, and up to 15 seconds. The supplied details do not give a direct speed, price, or quality comparison.prompt— string; text prompt for video generation. Required by the schema.image— optional string URI; first-frame image to animate with the prompt. Accepted formats: JPG, PNG, BMP, WebP. Maximum size: 10 MB. When supplied, the image’s aspect ratio is used.negative_prompt— string; describes content to exclude. Default:"".resolution— resolution enum reference; default:"1080p". The model description advertises 480p, 720p, and 1080p, but the schema excerpt does not enumerate the allowed values.aspect_ratio— aspect-ratio enum reference; default:"adaptive". The schema does not list the enum values. Ignored whenimageis supplied.duration— integer seconds; default:5; minimum:2; maximum:30.enable_prompt_expansion— boolean; default:true. The schema says it can improve short prompts and increases latency.seed— nullable integer; default:null; allowed range:0–2147483647. Use a fixed value when you want a reproducible generation request.Replicate visibility: public.
Latest version ID:
e92fcde3c44470e5965593dc39606c1b71d42d571c157748da351f1ff10efa49.Latest version creation timestamp in metadata:
2026-09-15T14:06:06.397504Z.Cog version:
0.22.0.Advertised output resolutions: 480p, 720p, and 1080p.
Duration: integer seconds, minimum 2, maximum 30, default 5.
Seed: nullable integer, range 0–2147483647, default
null.Prompt expansion: boolean, default
true; the schema says it can improve short prompts and increases latency.Negative prompt: string, default empty.
Image: optional URI; JPG, PNG, BMP, or WebP; maximum 10 MB.
Aspect ratio: default
adaptive; ignored when an image is supplied, because the input image’s aspect ratio is used.Output: URI string.
Output — string URI. The schema does not specify a video container, codec, frame rate, dimensions, or retention period. Retrieve and inspect the returned URI in your application before relying on those properties.
The schema does not provide parameter count, architecture, training-set details, context window, exact resolution dimensions, frame rate, video container or codec, pricing, or endpoint-specific inference requirements. It also does not list the enum values for resolution or aspect ratio. The Wan2.1 README says its code requires PyTorch 2.4.0 or later and notes integrations with Diffusers and ComfyUI, but those are repository details, not requirements for calling this hosted Replicate endpoint.
The supplied README covers Wan2.1, not this Prime endpoint. It documents Wan2.1’s task range and model variants, but does not establish that this Replicate model inherits those capabilities or limitations. The provided license URL points to the Wan2.1 repository license; the materials do not establish whether that license governs Wan 3.0 Prime weights or this hosted service. Check the applicable terms before commercial deployment. No specific safety policy, bias evaluation, or failure-mode study for this endpoint is included in the supplied materials.
The supplied materials do not provide a Prime-specific quality benchmark, frame rate, inference-time estimate, price, or hardware requirement. Do not use the Wan2.1 README’s 8.19 GB VRAM and roughly four-minute RTX 4090 result as a performance estimate for this endpoint: those figures refer to the Wan2.1 T2V-1.3B model and a 5-second 480p video, not Wan 3.0 Prime on Replicate.
The schema requires a text
prompt, but does not specify a prompt-length limit or supported languages. It accepts an optional first-frame image only; it does not expose a video input, multiple reference images, audio input, camera controls, or a frame-rate setting. The image must be a URI and one of JPG, PNG, BMP, or WebP, with a maximum size of 10 MB. Duration must be an integer from 2 to 30 seconds. The output schema is only a URI string, so it does not promise a particular container, codec, frame rate, or file-retention period.The listing advertises 480p, 720p, and 1080p, but the schema excerpt does not include the resolution enum values or exact pixel dimensions. Likewise, it references an aspect-ratio enum without listing its values. Treat those details as unresolved rather than assuming a specific set of ratios or dimensions.
The supplied information does not give a controlled quality, speed, or cost comparison between the two endpoints.
The supplied listing does not provide comparable prices, measured latency, or output benchmarks.
The available descriptions do not quantify quality or speed differences.
The supplied information does not establish which endpoint has higher visual quality or lower cost.
The supplied details do not give a direct speed, price, or quality comparison.
The supplied materials do not provide service-level guarantees, endpoint-specific latency or pricing, or a Prime-specific quality evaluation, so validate those factors with representative workloads before production rollout.
The supplied information does not establish a direct quality or cost winner.
The supplied information does not establish a direct quality or cost winner.
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