Introducing Kuaishou Kling V3.0 Std Motion Control on WaveSpeedAI

Kling 3.0 Standard Motion Control: Transfer Any Motion to Your Character Images

Kling 3.0 Standard Motion Control solves one of the hardest problems in AI video generation: getting a specific character to perform a specific action with precise control. Instead of wrestling with text prompts and hoping the model interprets your direction correctly, this video-to-video model lets you upload a character image and a reference motion clip, then transfers the movement directly onto your character — producing smooth, realistic animation with preserved identity.

For creators, marketers, and developers building AI video pipelines, this kind of motion-driven generation unlocks workflows that pure text-to-video models simply can’t deliver. You get exact choreography, repeatable results, and characters that stay on-model across every frame.

Try Kling 3.0 Standard Motion Control on WaveSpeedAI →

How Kling 3.0 Standard Motion Control Works

Kling 3.0 Standard Motion Control is a video-to-video model from Kuaishou’s Kling team that performs motion transfer between two inputs: a still character image and a driving video clip. The model analyzes the movement, gestures, and timing in the reference video, then renders your character performing those same motions while preserving facial identity, clothing details, and overall visual style.

The model accepts two orientation modes that change how the output is composed:

• Image orientation — The output follows the character image’s framing and pose reference. Maximum driving-video length is 10 seconds.
• Video orientation — The output follows the driving video’s perspective and framing. Maximum driving-video length is 30 seconds.

Inputs and outputs developers care about:

• Inputs: character reference image, driving video (URL or uploaded file), character_orientation (image or video), optional prompt, optional negative_prompt, and keep_original_sound flag.
• Outputs: a motion-transferred MP4 video, optionally with the original audio track preserved.
• Duration limits: up to 10 seconds (image mode) or 30 seconds (video mode), with a 3-second minimum billing window.

Because the model runs as a hosted REST inference API on WaveSpeedAI, there are no GPUs to provision, no cold starts to wait through, and no model weights to manage.

Key Features of Kling 3.0 Standard Motion Control

• Precise motion transfer — Drives any character image with movement extracted from a real reference clip, eliminating the guesswork of describing motion through text alone.
• Character identity preservation — Maintains your character’s face, clothing, and visual signature across every frame, so a single reference image becomes a reusable performer.
• Flexible orientation control — Choose whether the output follows the image’s framing or the video’s framing, giving you control over composition and maximum duration.
• Native audio passthrough — Optionally keep the original audio from the driving video, perfect for dance covers, lip-sync work, or scenes where motion and sound are tightly linked.
• Prompt-guided refinement — Add optional text prompts and negative prompts to nudge style, lighting, or remove unwanted artifacts without retraining.
• Built-in prompt enhancer — Automatically expands short descriptions into model-friendly guidance for better results.
• Up to 30-second outputs — Generate longer single-clip videos than most competing motion models support.

Best Use Cases for Kling 3.0 Standard Motion Control

Character Animation for Indie Films and Shorts

Indie filmmakers and animators can shoot a quick reference performance on a phone, then transfer that performance to a fully designed character — original IP, mascot, or stylized avatar. The character image stays consistent across multiple shots, which is the part traditional AI video pipelines struggle with most.

Virtual Presenters and Talking Avatars

Brands building virtual hosts, AI tutors, or branded avatars can record a single human presenter delivering a script and apply that performance to a custom character image. With keep_original_sound enabled, the avatar speaks in the reference voice, ready for product demos, course content, or social explainers.

Dance Videos and Music Content at Scale

Choreographers, dance studios, and music marketers can take a single reference dance clip and remix it across dozens of character variants — different outfits, art styles, or branded characters. This is one of the highest-engagement formats on TikTok and Reels, and motion control turns it into a repeatable production line.

Game Character and Mascot Animation

Game studios and brand teams can animate static character art, NPCs, or mascots without building a 3D rig. Upload concept art plus a reference motion clip — wave, bow, fight stance, idle loop — and get a usable animation for trailers, social posts, or in-game cinematics.

E-Commerce Product Storytelling

Fashion and lifestyle brands can put a styled model image into motion using a reference walk, twirl, or product interaction. This produces hero video for product pages and ads without scheduling shoots, while keeping the look book character on-model.

Educational and Training Content

Training teams can animate illustrated instructors or historical figures performing specific gestures — pointing, demonstrating, signing — by recording a real person doing the action. The result is more engaging than static slides without the cost of full motion-capture production.

Rapid Prototyping for Ad Creative

Performance marketers iterating on UGC-style ads can A/B test the same motion across different character looks, demographics, or art styles — all driven by one reference clip. Faster iteration directly improves creative testing velocity and CPA.

Generate your first motion-controlled video →

Kling 3.0 Standard Motion Control Pricing and API Access

Pricing is duration-based with a 3-second minimum, scaling linearly at $0.63 per 5 seconds:

Duration	Cost
≤ 3 s	$0.378
5 s	$0.63
10 s	$1.26
20 s	$2.52
30 s (max)	$3.78

That’s transparent, pay-per-use pricing with no minimum monthly fees and no idle GPU charges.

API call example

import wavespeed

output = wavespeed.run(
    "kwaivgi/kling-v3.0-std/motion-control",
    {
        "image": "https://example.com/character.png",
        "video": "https://example.com/dance-reference.mp4",
        "character_orientation": "video",
        "prompt": "smooth cinematic motion, soft studio lighting",
        "keep_original_sound": True,
    },
)

print(output["outputs"][0])

WaveSpeedAI advantages developers should know:

• No cold starts — inference begins immediately on every request.
• Pay-per-use — billed only for output duration.
• REST API — language-agnostic, works in any stack.
• Production-ready — same endpoint scales from prototypes to high-volume pipelines.

Tips for Best Results with Kling 3.0 Standard Motion Control

• Use clear, front-facing character images — well-lit reference images with the face visible give the strongest identity preservation across frames.
• Pick driving videos with clean, visible motion — full-body or upper-body framing with minimal occlusion produces the most accurate transfer.
• Match orientation to your goal — choose image orientation when the character’s pose should anchor to the reference image; choose video orientation for longer clips up to 30 seconds.
• Enable keep_original_sound when audio and motion should stay synced (dance, speech, performance).
• Use negative_prompt to suppress recurring artifacts — e.g., “blurry face, distorted hands, extra limbs”.
• Stage a 5-second test before a 30-second run — cheaper iteration cycles, faster prompt refinement.

For more advanced character workflows, pair this model with the higher-quality Kling V3.0 Pro Motion Control, or generate base imagery with a model from the WaveSpeedAI image generation collection.

FAQ

What is Kling 3.0 Standard Motion Control?

Kling 3.0 Standard Motion Control is a video-to-video AI model that transfers motion from a reference video onto a still character image, producing animated video where the character performs the reference movements while keeping its original identity.

How much does Kling 3.0 Standard Motion Control cost?

Pricing starts at $0.378 for clips up to 3 seconds and scales at $0.63 per 5 seconds, capping at $3.78 for the 30-second maximum. Billing is pay-per-use with no minimums.

Can I use Kling 3.0 Standard Motion Control via API?

Yes. The model is available as a REST inference API on WaveSpeedAI with no cold starts, language-agnostic integration, and the same endpoint scaling from local prototyping to production traffic.

How long can the output video be?

Up to 10 seconds when character_orientation is image, and up to 30 seconds when character_orientation is video. The minimum billed duration is 3 seconds.

Does Kling 3.0 Standard Motion Control preserve the original audio?

Yes — when keep_original_sound is enabled (the default), the original audio track from the driving video is retained in the output, which is ideal for dance, music, and dialog-driven scenes.

Start Building With Kling 3.0 Standard Motion Control

Stop fighting text prompts to describe motion. Upload a character, upload a reference clip, and ship animated video that stays on-model.

Launch Kling 3.0 Standard Motion Control on WaveSpeedAI →