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Long-term campaign preparation is automated by converting raw requirements into a structured execution flow with managed dependencies. This process uses semantic analysis to build a campaign ready for execution.

Managing dependencies in a single execution flow is handled by structuring steps and decision points during campaign preparation. This ensures a smooth process across the entire workflow.

Structuring a long-term campaign with custom workflow steps involves defining stages like scope fit, decision-making, and packet authoring. This creates a structured execution path from raw requirements.

Defining decision points is handled during the campaign preparation process itself. The workflow incorporates these decision points alongside scope fit and packet authoring from your raw requirements.

Resuming an interrupted long-term campaign is supported through structured data management. Because dependencies are mapped during preparation, you can resume the execution flow smoothly.

Automating semantic analysis for campaign preparation requires clearly defined raw requirements to function effectively. The process focuses on a single execution flow, so highly parallel campaigns may exceed its scope.