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AI & automation

Reproducible AI workflows for ad creative and supported campaign operations, with versions and limitations stated.

Start with one reproducible output before batching. Inspect the source tool, provider costs and generated asset, then keep human approval at the point where a workflow changes campaigns or spends money.

Start with a workflow

Build five ad background directions

Five editable prompt-to-image branches. No generated outputs or API keys are included.

Guides and analysis