Human and AI roles in the available material
Jiyun's Hebei OPC report described Liu working in AI animated dramas and visual design in Langfang. AI generated content while he handled ideas, review and business. The full company name, headcount and per-order costs were not disclosed and are not invented here.
Editorial analysis: generated work still needs a use check
For a set of visuals, establish channels, intended information and prohibited elements alongside appearance. Creative judgment selects, review checks the agreement, and commercial work confirms versions, timing and revision boundaries. Effort varies with complexity; one generation's duration cannot represent total delivery.
A trial could provide a few consistent samples against one brief, with dimensions, versions and permitted uses. Approve direction before increasing volume to control rework. Confirm grounds for using people, brands and other assets; unchecked generated content must not replace actual product information.
Business conditions need separate verification
Community equipment and resources help explain the setting. Without costs, revisions, permissions and acceptance records, no newcomer's margin can be calculated and not every project can be assumed solo. This breakdown is our original analysis.
Further reading: AI-video delivery agreements; small-team project acceptance.