AI video models are designed for different creative needs. Some models focus on realistic visuals and cinematic quality, some are better for character consistency and motion control, while others are optimized for fast and affordable testing.

Choosing the right model before generating can help you achieve better results, reduce unnecessary trial and error, and save AI credits.

This guide explains common AI video model use cases, provides low cost testing strategies, and shares practical prompt examples to help you create better videos with fewer attempts.

Different AI models are optimized for different video scenarios. Choose your model based on the type of content you want to generate.

Kling models are designed for different levels of control and complexity. For most users, start with the following recommended models:

Explore older or specialized Kling models if you need additional options.

Available models may include:

These models can be useful for specific workflows but are not the primary recommendations for most users.

To avoid spending too many AI credits, we recommend generating videos in three stages.

Instead of creating the final version immediately, test your idea first, improve the prompt gradually, and use higher quality models only after confirming the direction.

Make sure the AI understands your idea and the overall direction is correct.

Original idea:

"A girl dancing on the beach during sunset with a cinematic style."

First test:

Check only:

At this stage, the goal is not to create a perfect video. The goal is to confirm that the AI understands your creative direction.

After confirming the basic direction, improve the prompt step by step.

Change one element at a time so you can understand which adjustment improves the result.

Version 1:

"A girl dancing on the beach."

Version 2:

"A girl wearing a white dress dancing on the beach."

Version 3:

"A girl wearing a white dress dancing on the beach at sunset, with a slow camera push in shot."

Otherwise, it becomes difficult to identify which change affected the final result.

After confirming all important details, switch to higher quality models for the final generation.

A practical workflow is:

Low cost model → Confirm concept → Improve prompt → High quality model → Final generation

A good prompt should not only describe what you want to create, but also provide clear instructions about:

Clear instructions help AI generate more accurate and consistent results.

Instead of:

"A beautiful woman walking."

Use:

"A young woman walking along a quiet beach at sunset. The camera slowly follows behind her, creating a cinematic atmosphere with warm lighting and soft waves in the background."

A complete prompt usually includes:

AI understands movement better when actions are described in order.

Instead of:

"A person sitting in a room."

Use:

"The character opens the door, walks into the room, looks around, and slowly sits down."

Useful action descriptions:

Sequential descriptions help AI understand the beginning, middle, and end of an action.

For character or product videos, clearly describe important details that should remain unchanged.

Example:

"Keep the same character appearance throughout the video. Maintain the same hairstyle, clothing, facial features, and color style."

For better consistency:

Example:

"Keep the product shape, logo, color, and design unchanged. Show the product from multiple angles while maintaining accurate details."

For product videos, specify:

This helps prevent unwanted product changes during generation.

If you need sound, specify it clearly in the prompt.

Example:

"Add natural environmental sounds, including ocean waves and light wind."

or:

"Include realistic dialogue with accurate lip synchronization."

Audio related instructions can include:

Tell AI what you do not want. Negative instructions can help reduce common generation problems.

Examples:

Avoid:

Example prompt:

"A professional product advertisement video. Keep the product logo and packaging unchanged. Use smooth camera movement. Avoid distorted objects, incorrect text, and unrealistic reflections."

The following examples show how to structure prompts for different AI video creation scenarios. Adjust the details based on your project requirements and choose the model that best matches your goal.

1. "A cinematic shot of a person walking alone beside a peaceful lake at sunset. The camera slowly moves forward, capturing reflections on the water. Warm golden lighting, realistic details, shallow depth of field, professional film style."

2. "A breathtaking aerial view of a vast mountain valley covered with morning mist. The camera gently flies forward between the mountains, revealing rivers, forests, and sunlight breaking through the clouds. Cinematic composition, realistic environment, natural lighting, high detail, documentary film style."

3. "A quiet coastal village during a rainy evening. The camera slowly pans across old houses, wet streets, and ocean waves hitting the shore. Moody atmosphere, soft lighting, realistic textures, cinematic color grading, emotional storytelling style."

Veo 3.1 / Seedance 2.0

1. "A luxury perfume bottle placed on a marble table. The camera slowly rotates around the product while soft studio lighting highlights the glass texture and liquid inside. Premium commercial advertisement style, realistic reflections, elegant atmosphere."

2. "A high end smartwatch displayed on a sleek black surface. The camera smoothly pushes in toward the product, revealing the detailed metal frame, glowing screen, and refined design. Dynamic studio lighting, realistic materials, sharp focus, premium technology commercial style."

3. "A designer handbag resting on a modern chair in a luxury boutique. The camera slowly moves around the bag, showcasing the leather texture, stitching details, and elegant shape. Soft cinematic lighting, realistic shadows, fashion advertisement style, high end brand presentation."

Hailuo 2.3 / Seedance 2.0

Character action generation works best when using motion reference inputs.

Instead of only describing an action with text, provide:

The reference video guides the character’s motion, while the prompt controls additional details such as appearance consistency, environment, and camera requirements.

1. "Transfer the motion from the reference video to the character. Keep the character’s face, hairstyle, clothing, and body proportions unchanged. Preserve natural body balance and accurate hand movements. Maintain consistent character appearance throughout the video."

2. "Apply the movement from the reference video to the character. Keep the same person, outfit, and visual details. Preserve realistic body motion, facial expressions, and natural interactions. Maintain smooth and accurate movement replication."

3. "Use the reference video as the motion guide. Keep the character’s original appearance, clothing details, and proportions unchanged. Ensure natural posture, realistic movement, and accurate action performance."

Kling 3.0 Motion Control / DreamActor M2.0

Note:

If you only provide text descriptions without a motion reference video, use general Text to Video models instead of Motion Control models.

1. "Two people having a natural conversation in a coffee shop. They look at each other while speaking with realistic facial expressions and accurate lip movement. Cinematic camera angles, natural lighting, realistic environment."

2. "A father and daughter talking together in a cozy living room during the evening. They smile, react naturally, and maintain eye contact while having an emotional conversation. Keep the same characters, clothing, and appearance throughout the video. Realistic facial expressions, accurate lip synchronization, warm indoor lighting, cinematic family drama style."

3. "Two business professionals discussing a project in a modern office meeting room. They exchange ideas, gesture naturally, and respond to each other during the conversation. Keep the same characters and appearance throughout the scene. Realistic dialogue movements, natural body language, professional cinematic camera shots, realistic office environment."

Seedance 1.5 Pro / Veo 3.1

1. "A group of friends walking through a city street at night. Each character has a consistent appearance throughout the scene. The camera switches between wide shots and close ups while maintaining a cinematic storytelling style."

2. "A team of astronauts exploring an unknown planet with a futuristic landscape. Each astronaut has a consistent suit, appearance, and role throughout the scene. The camera captures wide shots of the alien environment and close ups of their reactions while they communicate and investigate. Cinematic lighting, realistic details, epic science fiction film style."

3. "A family spending a weekend together in a countryside house. Each family member maintains the same appearance, clothing, and personality throughout the video. The camera follows different moments, including cooking, playing outdoors, and sharing a meal together. Natural interactions, realistic emotions, warm lighting, cinematic storytelling style."

Kling 3.0

AI video generation works best through gradual improvement:

A clear prompt and the right model choice can significantly improve generation quality while saving AI credits.

Choosing the right AI model is not only about selecting the highest quality option. The best results come from matching the model’s strengths with your specific creative goal.