How an AI agent can prepare a production plan that a creative team can estimate, assign, and review
This workflow gives an AI agent a defined job, a bounded set of records, and a result a person can review. The agent reads the relevant Adobe For Creativity context, applies the rules in the prompt, and keeps the source behind every recommendation. It returns a proposed handoff rather than taking consequential actions on its own.
Can an AI agent prepare a production plan that a creative team can estimate, assign, and review?
Yes. Start with the scope, date range, decision rules, and fields that identify the right records. The agent can collect the evidence, compare states or sources, mark conflicts and missing data, and organize the result around the outcome above. A reviewer then checks the matches and judgment calls before approving messages, record updates, bookings, purchases, publishing, or other write actions. The guide below shows the records, boundaries, prompt, and handoff needed for this specific workflow.
How the AI agent defines the deliverables before opening a canvas
This agent turns a campaign request into a production inventory. Give it the campaign objective, channels, markets, launch date, approved copy, and brand references. It should return one row per asset rather than grouping a dozen social or display variants under a vague label.
Ask for dimensions, orientation, format, copy variant, language, source imagery, destination, owner, reviewer, and due date. If the request calls for video or animation, include duration, aspect ratio, captions, and end-card requirements. The agent should mark every missing input and show which deliverables are blocked by it.
Example starter prompt
Build an Adobe production plan for [campaign]. The campaign runs in [channels and markets] and launches on [date]. Use only the approved copy and brand references attached to this task.
List every asset and variant separately. Include dimensions, file format, language, copy source, image source, owner, reviewer, and due date. Flag copy that does not fit the requested format and any asset that lacks an approved source. Do not create or edit files yet.How the agent reviews the expensive assumptions first
Before assigning work, check the items that multiply effort: market count, localization, aspect ratios, video cut-downs, and personalization variants. Confirm that repeated assets can share a source file and that legal copy is tied to the right market. A missing assumption here can double the job after design has begun.
Questions this workflow answers
What would an AI agent need to do to prepare a production plan that a creative team can estimate, assign, and review?
An agent can turn a campaign request into a production inventory before designers begin making files. It reads the channel plan, market list, copy deck, brand rules, launch schedule, and available source imagery. Then it expands broad requests such as “paid social and email” into named deliverables: a square acquisition image for each approved market, two story variants, a desktop email header, a mobile crop, and the required end card for each video cut-down. Every row carries its dimensions, format, language, copy source, image source, owner, reviewer, and due date.
This is also where the team finds hidden multiplication. Three markets do not always mean three versions; market-specific legal text, currencies, product availability, or approved claims may create more. Conversely, several placements may share a master asset if their ratios and copy limits agree. The agent shows that reasoning instead of inflating or collapsing the count without explanation.
Missing inputs become decisions with consequences. If the product image has no usage approval, the agent identifies every asset it blocks. If the headline exceeds a placement limit, it quotes the approved text and asks the copy owner for a shorter version rather than rewriting it. If a video request has no duration or caption requirement, it marks the estimate provisional. Those details let creative operations price and sequence the work honestly.
The production lead reviews the inventory with channel owners and removes anything that does not correspond to a real placement. After approval, the agent can organize the sequence around shared source files and review gates. Adobe creation starts from a stable list, and any later brief change can be traced to the affected deliverables instead of triggering a vague request to “update the campaign creative.”
Expected handoff
The final plan should include the asset matrix, missing-input list, production sequence, review checkpoints, and a short list of decisions for the creative lead. It should distinguish a required deliverable from a suggested reuse or optional variant. Creation in Adobe starts only after the plan is approved.