AI Video Prompt Testing and Quality Assurance for Motion Control

AI Video Prompt Testing and Quality Assurance for Motion ControlAI Video Prompt Testing and Quality Assurance for Motion Control

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Asif Aslam

• 1d

AI Video Prompt Testing & Quality Assurance | TOMORROW

An experimental AI-video testing project developed through Teamworks Creative, evaluating how reliably generative video models follow precise motion instructions.

Using Dreamina Seedance 2.0 Mini and Seedance 1.0 Fast, I tested a cinematic animal-market scene with a deliberately narrow objective: introduce subtle movement in a water bowl while preserving the camera position, animal behaviour and surrounding environment.

What I tested

Prompt compliance and controlled motion

Subject and environmental continuity

Unintended movement and visual deviations

Model behaviour across two generation workflows

Prompt-to-output comparison and structured QA reporting

Key finding

The models preserved much of the scene's composition and atmosphere, but did not convincingly deliver the intended water-only ripple effect. Unrequested animal motion was also observed.

The tests were documented with prompts, settings, generated clips and QA findings.

Project: TOMORROW — AI Film R&D Production: Teamworks Creative Role: AI Prompt Testing, Creative Direction & Quality Evaluation

Supporting evidence and video samples: https://drive.google.com/drive/folders/1e28bm5CkdwK3Zw9BHCMufp7N7WVgxaxn?usp=sharing

Completed work

Creative Direction Prompt Engineering Quality Assurance Testing ChatGPT

Nathaniel Dada

• Oct 20

Ever wondered what happens when your late-night editing session goes completely wrong and drops you straight onto a Hollywood red carpet?

When I saw the challenge, I knew I didn't want to do a simple jump-cut into LA. I wanted to tell a mini sci-fi action story about what happens when an ordinary late-night editing session goes completely wrong.

I built a 30-second narrative where a late-night workstation gets sucked through a monitor onto a collapsing glass filmstrip bridge, forcing the character to run for their life straight onto the flashing red carpet at CapCut World LA. I wanted to blend realistic AI world-building with clean editing to show how powerful the combination of Seedance and CapCut Video Studio can be for creative storytelling. Hope you enjoy it!