guides · Neurodance Insights
Seedance vs Veo vs Kling: which model for which ad?
Match the model to the creative job using a repeatable evaluation table rather than a blanket winner claim.
Published by Neurodance Research ·
Short answer
Choose by ad job: test hooks and visual energy, reference and label fidelity, shot length, editability, turnaround and cost per usable ad. Use one approved brief and score each model on those dimensions before choosing a production route.
Practical steps
- Create an evaluation table with the same criteria for every model. - Test with approved product and talent references. - Choose a primary route and a fallback route from observed keeper rate.
Keep in mind
Model capabilities and pricing are time-sensitive; record the provider, version, route and date for every comparison.