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AI Production Pipeline: consistent characters, style and delivery

Step 6 of 7 in AI Lab

Next in your path: 1.4.3 Multi-Step Agents: tools, memory and reliability

What you'll be able to do
  • Build a style bible and a character sheet so many assets look like one family.
  • Use reference images (where your tool offers them) to keep characters, products and places consistent.
  • Run a repeatable batch pipeline with naming, versions, a prompt log and a drift check.
  • Upscale and clean results safely, and know what upscaling can and cannot fix.
  • Check tool terms, copyright, likeness and client rights before delivery.
  • Apply platform labels and Content Credentials, and hand over a clean delivery package.
Words in this course 56Open the Vocabulary Hall
01

Why looks drift, and your consistency plan

In simple words

If ten kids each draw the same dog from memory, you get ten different dogs. An AI tool is like that: each new picture is a fresh guess. To get the same dog every time, you give everyone the same photo and the same rules.

Key facts
  • Before this course: AI Visual Projects: plan, prompt and finish a visual piece (course 1.7.2), which builds on AI Image and Video Tools (course 1.7). You already write a brief and shot list, use six-part shot prompts with one style sentence, try reference images, fix flaws, keep a prompt log, mix AI clips with real footage, and run a rights and labels sheet. This course scales that to many assets.
  • Without help, each generation is a new guess, so faces, clothes, logos and places can change from shot to shot (course 1.7.2).
  • A pipeline is a fixed order of steps that every asset goes through. A good pipeline for AI media has: brief, style bible, references, generate, check, fix, upscale and clean, rights and label check, deliver.
  • A consistency plan is one page that lists what must stay the same:
ItemExample of what to lock
CharacterFace shape, hair, clothes, colours, one distinguishing item
ProductShape, colours, logo position (real logos are added later, not by AI)
PlaceLayout, time of day, main colours
StyleLook (for example "soft realistic, warm light"), colour palette, camera habits
FormatAspect ratio, length, resolution
  • Consistency is a goal, not a guarantee. Even with the best tools, details such as hands, buttons and logos can drift, so every asset gets a check.
  • Features, names and limits change often, so read the current official page of each tool you use (names can differ by version).
Step by step
  1. Choose a made-up series, for example five posts for a made-up cafe.
  2. Write the five rows of the consistency table for your series.
  3. For the character, write a one-line description and three "must not change" details.
  4. Write your pipeline as a numbered list of the nine steps and decide who does each one (you, or a teammate).
  5. Make a folder with sub-folders: 01-Brief, 02-References, 03-Generations, 04-Cleaned, 05-Delivery.
  6. Add one log file to the folder called prompt-log.
  7. Check: a teammate could read your consistency plan and tell whether a new image belongs in the series.
LESSON 01Why looks drift, and your consistency plan
LESSON 01 / ANIMATED LESSON / AI VOICE00:00 / 01:00
Read the video script
[Host] "Why does my character change in every picture?"
[Screen: three images of one character, jacket colour changing] "Because every generation is a fresh guess."
[Text on screen: Character, product, place, style, format] "So you write down what must stay the same."
[Screen: folder tree with five folders] "Then give every asset the same steps and the same folders."
[Host] "A pipeline turns luck into a habit."
Try it now

Write the consistency plan and the nine-step pipeline for a five-asset series, and create the folder structure.

ClaudeStuck? Copy a ready-made prompt for Claude

Copy this, open Claude, paste it, and Claude will walk you through the lesson step by step.

For a grown-up: Claude is for adults (18+). Copy this, paste it into Claude, and use the answer to explain the lesson to your child.

I'm learning "AI Production Pipeline: consistent characters, style and delivery" on The Future Market. Lesson 1: "Why looks drift, and your consistency plan".

What the lesson teaches:
- Before this course: AI Visual Projects: plan, prompt and finish a visual piece (course 1.7.2), which builds on AI Image and Video Tools (course 1.7). You already write a brief and shot list, use six-part shot prompts with one style sentence, try reference images, fix flaws, keep a prompt log, mix AI clips with real footage, and run a rights and labels sheet. This course scales that to many assets.
- Without help, each generation is a new guess, so faces, clothes, logos and places can change from shot to shot (course 1.7.2).
- A pipeline is a fixed order of steps that every asset goes through. A good pipeline for AI media has: brief, style bible, references, generate, check, fix, upscale and clean, rights and label check, deliver.
- A consistency plan is one page that lists what must stay the same:
- Item - Example of what to lock
- Character - Face shape, hair, clothes, colours, one distinguishing item
- Product - Shape, colours, logo position (real logos are added later, not by AI)

The exercise I'm working on:
Write the consistency plan and the nine-step pipeline for a five-asset series, and create the folder structure. ---

I'm stuck. Please:
1. Explain the main idea in plain, simple words with one everyday example.
2. Walk me through the exercise one small step at a time. Ask me what I've done so far before giving the next step.
3. Don't just give me the final answer. Help me do it myself, and check my work when I share it.
I'm a parent helping my child (about 8 years old) with a lesson called "Why looks drift, and your consistency plan" from the course "AI Production Pipeline: consistent characters, style and delivery".

Here's what the lesson says:
If ten kids each draw the same dog from memory, you get ten different dogs. An AI tool is like that: each new picture is a fresh guess. To get the same dog every time, you give everyone the same photo and the same rules.

The activity:
Write the consistency plan and the nine-step pipeline for a five-asset series, and create the folder structure. ---

Please explain this so an 8-year-old understands: short sentences, a fun everyday example, and no hard words.
Then give me 3 simple questions I can ask my child to check they understood, and a way to do the activity together, one tiny step at a time.
Open Claude
My notes
02

Reference images and character sheets

This lesson is part of full access: every course and every level for one payment.

03

A style bible for every asset

This lesson is part of full access: every course and every level for one payment.

04

A batch pipeline with logs and a drift check

This lesson is part of full access: every course and every level for one payment.

05

Upscale and clean results

This lesson is part of full access: every course and every level for one payment.

06

Rights, terms and likeness

This lesson is part of full access: every course and every level for one payment.

07

Platform labels, Content Credentials and delivery

This lesson is part of full access: every course and every level for one payment.

++

Final project

This lesson is part of full access: every course and every level for one payment.

??

Quiz

  1. Why does a character change between AI generations?

  2. What are the five items in the consistency table?

  3. How many references does Runway's Gen-4 guide say you can use in one generation?

  4. What makes a good reference image?

  5. What goes in a style bible?

  6. Where should real text and logos be added?

  7. What is a drift check?

  8. In what order should you fix, clean and upscale?

  9. Why compare an upscaled file to the original at full size?

  10. According to the U.S. Copyright Office (Jan 29, 2025), is purely AI-generated material protected?

  11. Where do you disclose AI use on YouTube Studio?

  12. Does a missing Content Credential or watermark prove a file is real?

EX

Final exam

This lesson is part of full access: every course and every level for one payment.

CE

Certificate

This lesson is part of full access: every course and every level for one payment.