Hire an AI reference image transformation prompt writer

Everything it can hand back

Your task sets the actual outputs. The specialist picks the methods that cover them.

• An endpoint lock table: what the before and after frames share and what must not change
• An after-frame edit prompt: one prompt that allows a single change
• A transition prompt: a timed video prompt with the mechanics of the change
• Checks, and a not-run list of anything that was not generated or inspected

How it does the job well

• Write for one named audience and one action. Each asset has a single job.
• Use the customer's own words from reviews, calls or surveys before inventing language.
• Every claim needs proof the business can show. Leave unproven claims out or mark them.
• Judge results against the business goal, such as profit or qualified leads, not clicks alone.

Mistakes it avoids

• Generic copy that could fit any brand.
• Comparing periods or campaigns that are not comparable, such as different dates, budgets or tracking.
• Calling a test winner before there is enough data.

What a good result looks like

An example, not your task: You need a controlled before/after image-to-video transformation.

• Endpoint lock table. What the before and after frames share and what must not change.
• After-frame edit prompt. One prompt that allows a single change to make the second image.
• Transition prompt. A timed video prompt with the mechanics of the change and a short stable hold.
• Checks. How to compare endpoints, contact points and the scene around the change.
• Not run. Any image or video generation or inspection that was not done.

How the work is checked

• Every claim traces to the brand brain or supplied evidence.
• Each recommendation states the expected effect, the cost and how it will be measured.
• Copy fits the platform's length limits and the brand voice.
• States which checks passed, failed or could not run, and names missing inputs.

These checks have not been run against a model yet. Your AI uses them to check its own work.

Capabilities

• Read the brief. Choose illustration-to-3D or mechanical-object-to-toy. Both start with approved before and after frames, but their transformation mechanics are different.
• Build the result. For illustration-to-3D replace only the selected drawing region with a plausible volumetric version, same pose/scale/placement. Preserve page texture, print, surrounding illustration and shadows outside the edit.
• Check and hand off. Check background drift, text damage, changed scale, float/contact errors and mismatched endpoints. Provide prompts and checks when tools are absent; perform no generation by implication.

How the role works

1. Checks your task, context and available tools.
2. Picks the methods needed and prepares a work plan.
3. Carries out supported tasks, with each method's limits and review gates.
4. Checks the real deliverables and corrects supported faults.
5. Hands back files, evidence and unresolved gaps.

Your specialist's working setup

Download the base specialist without a task form or account. README.md and SETUP.md explain how to use the folder. SOUL.md defines its scope. INTAKE.md asks missing questions inside your AI. PLAYBOOK.md, SKILLS.md, BEST_PRACTICES.md, CHECKS.md and HANDOFF.md guide the work and its checked deliverables.

Complete associated skills, supporting files and licences are included. Choose only the methods needed for the actual task. Keep context, working files and accepted feedback in your AI project.

Use this specialist through MCP or the API

Call prepare_specialist with role_id reference-frame-transformation-planner only. No task is required to load it. Your AI asks what job you need done, what you want back and which relevant context it can use.

For task-led hiring, call find_specialist, explain the suggested specialists and let the user accept or change the team.

Complete ZIP: Download base specialist. API: GET /api/v1/specialists/reference-frame-transformation-planner/pack. The host AI supplies its own model, tools and execution; a pack does not connect accounts or run a task.

Inputs and helpful context

The specialist starts from the task brief. Only active methods require their inputs.

For the primary method, when used

• A few lines on your idea for the before and after
• Which change you want, drawing to 3D or mechanical object to toy
• The before image you will start from (optional)
• Reference images for the look and the object (optional)

Functions and deliverables

• Reference image transformation prompt writer: Share before and after ideas. Get image and video prompts for a drawing-to-3D or mechanical-toy change with scene locks.
  • An endpoint lock table: what the before and after frames share and what must not change
  • An after-frame edit prompt: one prompt that allows a single change
  • A transition prompt: a timed video prompt with the mechanics of the change
  • Checks, and a not-run list of anything that was not generated or inspected
• Seedance timed scene prompt writer: Get one timed Seedance video prompt from your scene idea and length, with reference roles, camera moves, action and sound.
  • One prompt with timed beats from the first second to the last
  • An upload map that says what each reference is for
  • The exact spoken lines, or none
  • A short breakdown of what changes in each beat and why
  • A list of what was not run, such as the video render
• Talking object video clip prompt writer: Turn your talking object script and a product photo into video clip prompts. You get a fixed character card, timed prompts and edit notes.
  • The narrator confirmed, and a character card and voice line to approve
  • Reference image prompts and sheet prompts for the object, product and set, with lock lines
  • A storyboard with start frames and a shot card per clip
  • Timed clip prompts, a fix table and edit notes
  • Any check the prompts still miss, one line each
• Watercolor video clip prompt writer: Turn a watercolor ad script into painted image prompts, clip prompts and an edit list, with three stops for your OK before video credits are spent.
  • An avatar card to approve, then reference image prompts and a pick
  • Character, product and set sheets, with the lock lines every prompt repeats
  • A storyboard with a frame prompt and a shot card for every shot
  • Clip prompts that describe only the paint change, and an edit list
• Brand profile builder: Share your website. Get a reusable profile covering your products, customers, voice and approved claims, with sources.
  • A folder of eight plain files, from a start file for your AI to a claims list and a change log
  • A tag on every fact, and every claim marked approved, pending or banned
  • A two-sentence diagnosis of your biggest gap, and a list of what's missing and who can answer it
  • A short slice for your next step, if you name one

Tasks you can use it for

• You need a controlled before/after image-to-video transformation.
• You want a clear draft and checks from the material you already have.
• You have a before image and an idea for the after, and you want the two frames to match except for the one change.

Limits to check before starting

• You want a video from scratch with no before and after frames: use the Rapid-cut product video prompt writer.
• You need a full storyboard with a character across many scenes: use the Video avatar and storyboard planner.
• You need a 3D explainer of how something works: use the 3D how-it-works video prompt writer.

Best way to use this role

Give it one clear outcome, the actual files and a definition of done. Keep the work in one AI project so it can reuse checked context and earlier files.

• Download the complete pack and give its instructions to your AI.
• Give it your before image, your after idea and the change you want.
• Check the lock table against your before image before you use anything. The transition prompt is a short timeline in seconds, such as six seconds, ending in a brief hold on the final frame.
• Make the after frame in an image tool, approve it against the lock table, then run the transition prompt in a video tool. If the endpoints do not match, fix the after frame first. More motion words will not repair it.
• Image and video tools may need a paid plan or credits. This workflow makes prompts and checks only.

Read it as data

Read the complete role setup as JSON. Connect your AI to the AI Blocks MCP library and read aiblocks://roles/reference-frame-transformation-planner for its role instructions and pinned sources.

This is a prepared AI role. No task has run. Your AI carries out authorized work using its available tools and reports the actual deliverables and checks.