How to Estimate Credits for an AI Image or Video Project

Treat the first pass as research, not the finished asset

A useful estimate starts with the question you need the first result to answer. For an image, that may be the product angle, setting, or light. For a video, it may be whether the subject motion and camera path are working together. Give the first pass one job, then budget a small number of deliberate variations around it.

Avoid planning every output at the most ambitious settings before you have validated the direction. A short, clear test makes it easier to see whether the source material, prompt, or selected model needs attention before you spend time refining a result that is pointed in the wrong direction.

Use the live estimate after choosing the actual workflow

Credit requirements vary by workflow, selected model, duration, resolution, and available controls. Choose the workflow and model you intend to use, set the output choices for the next pass, and check the estimate shown in the editor. That number is the current planning input; a number from an older brief or a different workflow is not a reliable substitute.

If an image will become a video, estimate those as two distinct stages. First create or prepare the still you want to animate. Then choose Image to Video, select a compatible model, and review the video estimate after its duration and other supported controls are set.

Budget for decisions, not random retries

Split the project into a direction pass, a controlled refinement pass, and a final selection. Keep the prompt, source media, selected model, and output settings with the version you review. When a result misses, change one meaningful variable: the reference role, one preservation constraint, the action, or the camera direction.

This produces a review trail and prevents several unrelated changes from consuming the same budget without explaining why a result improved. Save the result that best preserves the approved subject or composition, then use it as the comparison point for the next decision.

• Direction: test the central visual idea with the smallest useful scope.
• Refinement: make one targeted change to solve the visible issue.
• Selection: judge the result in its intended placement before commissioning more variants.

Keep room for the final review

A generated image or clip is not automatically a publishable asset. Review product shape, identity, readable packaging and text, protected empty space, and the first and last frames of video. If the project needs exact legal copy, logos, or approved packaging artwork, finish those details in the appropriate design workflow.

The best project estimate includes this review step. It leaves room to correct a specific issue rather than treating every late discovery as an unplanned restart.