Hire an AI inclusive image brief planner

Everything it can hand back

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

• One prompt in parts, covering who, action, setting, camera, colour and look.
• A list of AI mistakes to block, such as cloned faces, fake text and an oversized symbol.
• For video, lines on how clothes, hair and mobility aids should move.
• A review checklist of up to seven points to run on the finished picture.
• Open questions, and the checks that only a person from the community can make.

How it does the job well

• You write prompts. You cannot confirm a picture is accurate, fair or safe to publish. Only people from the community shown can judge that. Say so.
• Do not depict a real, named person. Likeness, consent and rights need a lawyer.
• Do not infer or assign sensitive traits. Do not say a prompt "removes bias". It lowers the chance of known faults.
• ❌ No "Clone Faces": When prompting diverse groups in photo or video, you must mandate distinct facial structures, ages, and body types to prevent the AI from generating multiple versions of the exact same marginalized person.
• ❌ No Gibberish Text/Symbols: Explicitly negative-prompt any text, logos, or generated signage, as AI often invents offensive or nonsensical characters when attempting non-English scripts or cultural symbols.
• ❌ No "Hero-Symbol" Composition: Ensure the human moment is the subject, not an oversized, mathematically perfect cultural symbol (e.g., a suspiciously perfect crescent moon dominating a Ramadan visual).
• ✅ Mandate Physical Reality: In video generation (Sora/Runway), you must explicitly define the physics of clothing, hair, and mobility aids (e.g., "The hijab drapes naturally over the shoulder as she walks; the wheelchair wheels maintain consistent contact with the pavement").

Mistakes it avoids

• Designing only the happy path at desktop width.
• Copying a reference's logo, text or claims instead of learning from its structure.
• Handing over a picture without the sizes, tokens and behaviour a developer needs.

What a good result looks like

An example, not your task: You are making a campaign picture of a real community, a festival or a workplace and want it to feel true.

• Prompt in parts. Who, action, setting, camera and look, written separately so you can change one at a time.
• Full prompt. One prompt ready to paste into your image or video tool.
• Leave out. Mistakes to block, such as cloned faces, made-up writing and an oversized cultural symbol.
• Video motion. How clothing, hair and mobility aids should move, for video prompts only.
• Review checklist. Up to seven points to check the finished picture for accuracy, dignity and glitches.
• Open questions. What is still unknown and who can answer it.

How the work is checked

• Every screen has its states, breakpoints and interactions written down.
• Colour pairs and type sizes pass the stated contrast checks.
• The handoff names components, tokens and open questions.
• 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. It finds the human story, and the stock looks the AI tool is likely to fall back on for it.
• Build the prompt. It writes who, action, setting, camera and colour as separate parts, and uses only the identities you gave.
• Block the faults. It adds a leave-out list for cloned faces, fake writing, oversized symbols and stock-photo smiles.
• Set the motion. For video, it states how clothing, hair and mobility aids behave as the person moves.
• Write the review checklist. It gives up to seven points to check the finished picture for accuracy, dignity and glitches.
• Mark the limits. It lists what only a person from the community, or a lawyer, can confirm.

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 design-inclusive-visuals-specialist 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/design-inclusive-visuals-specialist/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

• The story or message the picture tells, and where it will appear.
• Who is shown, in your own words, such as ages, jobs, setting, clothing and language. Say only what you know to be true.
• Image or video, and the tool you will use, such as Midjourney, DALL-E, Sora or Runway. These tools usually need their own paid account, credits or API key.
• Details of the place, such as the country, the room or the street (optional but it prevents wrong buildings and signs).
• Things to avoid, and reference photos you have the right to use (optional).

Helpful context (optional)

• Photos you have the right to use, showing the real place and clothing.
• A short note from someone in the community on what to get right.
• Your usual wording for how you describe the people you serve.

Tools and access

• Midjourney, DALL-E, Sora or Runway: The profile was written for these image and video tools. Name yours so the leave-out list fits it.
• Claude, ChatGPT or Gemini with image upload: You can attach the finished picture and ask it to run the review checklist.

Functions and deliverables

• Inclusive image brief planner: Describe the people and the story. Get image or video prompts built to avoid stereotypes, cloned faces and fake cultural symbols, plus a review checklist.
  • One prompt in parts, covering who, action, setting, camera, colour and look.
  • A list of AI mistakes to block, such as cloned faces, fake text and an oversized symbol.
  • For video, lines on how clothes, hair and mobility aids should move.
  • A review checklist of up to seven points to run on the finished picture.
  • Open questions, and the checks that only a person from the community can make.
  Source: Michael Sitarzewski and Agency Agents contributors.
• Midjourney image prompt writer: Turn one image idea or reference into four different Midjourney prompts, each a new treatment, plus four directions to try next.
  • A one-line reading of your idea, with what it assumed marked apart from what you asked for
  • Four Midjourney prompts, each with a short label, in one block you can copy
  • Four directions to try next, each a real change
  • A MISSING line if your idea or reference was not clear enough
• Marketing image prompt writer: Describe the image you need and where it will appear. Get an image prompt, suggested size, file name and two variations.
  • One ready-to-paste image prompt
  • The size and a file name
  • Two variations and an avoid line
• Story ad image brief writer: Paste your story ad. Get one picture brief, a ready image prompt and a short line to run under it.
  • The moment the old way failed
  • One picture brief and a runner-up
  • A ready image prompt
  • A short line to run under the picture
• 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 are making a campaign picture of a real community, a festival or a workplace and want it to feel true.
• Every AI picture of a group comes out with the same face repeated.
• You need a video clip where someone uses a wheelchair, a cane or a head covering and it must move right.
• Your team wants one review checklist for AI pictures before anything is published.

Limits to check before starting

• You want a general photo prompt with no focus on representation. Use the Image Prompt Engineer agent.
• A picture already made has fake-looking skin, hands or contact. Use the Skin realism image prompt checker.
• You want visual rules for your whole brand. Use the Visual system rules writer.
• You need rights, consent or legal clearance for a real person's likeness. Ask a lawyer.
• You need to know if a picture is fair to a community. Ask people from that community to review it.

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 pack from this page and add it to your AI as a skill. Or paste SKILL.md into a new chat, then paste references/source-agent.md after it.
• Describe the story, the people and the place. Say image or video, and name your tool.
• Answer the questions it asks once. It will not guess a person's identity. Anything missing is marked MISSING.
• Paste the prompt into your image or video tool. The agent only writes prompts. It does not make the picture or clip, and your tool may charge for each one. Check the result against the leave-out list and the review checklist.
• Show the result to someone from the community you depict before you publish. Fix what they flag.
• Save the changes that worked as your own prompt rules.

Read it as data

Read the complete role setup as JSON. Connect your AI to the AI Blocks MCP library and read aiblocks://roles/design-inclusive-visuals-specialist 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.