Case Review: Why a Content Factory Cannot Depend on AI Generation Alone

The main risk in AI content systems is not generation speed. It is what happens after generation: sources, review, image tasks, publishing state and rollback.

Tasks need traceability

Topics, source material, prompts, generated drafts, review notes, image tasks and publishing targets should all have clear states. When something fails, the system should show where it failed.

Publishing needs records

When content is published to WordPress or another destination, the target URL, publish time, version and failure reason should be stored for later optimization.