When should you stop regenerating an AI creative?

Make the next attempt explainable before spending

Write one sentence that connects an observation to a proposed change. For example: the package label becomes hidden during the camera approach, so the next plan uses a locked view to preserve readability. This is a testable revision. Make it more professional does not explain what failed or why another request should improve it.

Then identify what would count as success and what would cause you to stop. The decision should be visible before seeing the next attractive output. Otherwise a sequence of interesting alternatives can consume the budget without resolving the original requirement, such as accurate product identity or usable space for the approved copy.

Choose the cheapest appropriate repair category

Cheapest means the route that can actually solve the problem, not merely the lowest displayed credit number. A lower-cost request that still lacks the needed evidence is not a useful experiment.

Set a request boundary, not a promise of success

A small team might authorize one initial attempt and one specifically justified revision for a campaign asset. Another project may need a different boundary. This is an illustrative spending rule, not a recommended universal number or a claim about typical success rates.

Check the current quote before using the remaining allowance. If the proposed repair changes duration or output scope, an earlier estimate may no longer describe it. Separate credits already used from the cost of the next decision. Past spending does not make another attempt more likely to succeed, and stopping does not retroactively recover that spending.

Preserve useful material without lowering the factual standard

A result can fail its original purpose and still contain an accurate detail suitable for another clearly defined role. For example, a clip rejected as a complete hero shot might contain a stable close-up. Review that passage independently and record the narrower approved use; do not call the whole clip successful just to justify its cost.

Runway describes generation as an iterative process with revised outputs and follow-on use. The stopping rule here is an original production decision framework, not a claimed rule or measured success threshold from Runway. Runway’s introductory video workflow.

If the remaining issue is a missing subtitle or an export decision, finish it in the appropriate editing stage. Do not ask the video model to rebuild already approved product motion merely because a downstream task remains.

Close the loop with a decision that can be revisited

Record one of four outcomes: approved for the intended use, approved for a narrower use, waiting for better source evidence, or moved to another production route. Include the unresolved issue and the condition that would make a later attempt worthwhile. This prevents a teammate from restarting the same unsuccessful cycle without new information.

If the uncertainty is whether an existing task is still processing, resolve that status first. This guide concerns creative revision decisions, not a reason to retry pending requests or a promise about refund handling. A deliberate pause can protect both product accuracy and the remaining budget while you obtain the input that the next meaningful attempt actually needs.