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Content Creation - Validations

Provides 14 checklists and a prompt quality pattern to validate AI-generated content before publishing.

May 2, 2026
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What this file does

Provides 14 checklists and a prompt quality pattern to validate AI-generated content before publishing.

When to use it

  • Setting up a content creation workflow with AI tools
  • Establishing quality gates for AI-generated images, video, audio, or writing
  • Ensuring brand and legal compliance before publishing AI content
  • Organizing and iterating on AI-generated assets in a team

Content Creation - Validations

Content Brief Checklist

Id

content-brief-checklist

Type

checklist

Description

Complete before generating any content

Items

  • Target audience defined
  • Content goal/purpose clear
  • Platform and format specified
  • Brand guidelines documented
  • Required aspect ratios known
  • Tone/voice defined
  • Deadline and volume requirements set
  • Approval workflow established

Image Generation Setup

Id

image-generation-setup

Type

checklist

Description

Before starting image generation project

Items

  • Tool selected based on use case
  • Reference images collected
  • Style direction documented
  • Prompt templates prepared
  • Color palette defined (if brand)
  • Output formats specified (PNG, JPG, etc.)
  • Resolution requirements known
  • Budget/credit allocation set

Video Generation Setup

Id

video-generation-setup

Type

checklist

Description

Before starting AI video project

Items

  • Storyboard or shot list created
  • Source images prepared (for img2vid)
  • Duration requirements defined
  • Audio/music needs identified
  • Credit budget calculated
  • Quality threshold defined
  • Export format requirements known
  • Platform specs confirmed (aspect ratio, length)

Voice Generation Setup

Id

voice-generation-setup

Type

checklist

Description

Before creating AI voiceovers

Items

  • Script finalized and proofread
  • Voice style selected
  • Pronunciation guide for names/terms
  • Pacing requirements defined
  • Output format specified (MP3, WAV)
  • Consent documented (if cloning)
  • Language/accent confirmed
  • Background music coordination planned

Image Quality Check

Id

image-quality-checklist

Type

checklist

Description

Before using generated images

Items

  • No obvious artifacts or distortions
  • Text renders correctly (if any)
  • Hands/fingers look natural
  • Faces have correct features
  • Colors match brand guidelines
  • Resolution sufficient for use case
  • Composition works for final layout
  • No unintended watermarks or signatures

Video Quality Check

Id

video-quality-checklist

Type

checklist

Description

Before using generated video

Items

  • Motion is smooth and natural
  • No morphing artifacts
  • Physics look believable
  • Character consistency maintained
  • No unintended object changes
  • Audio syncs properly (if avatar)
  • Transitions are smooth
  • Final export quality acceptable

Writing Quality Check

Id

writing-quality-checklist

Type

checklist

Description

Before publishing AI-assisted writing

Items

  • All facts verified independently
  • All citations checked for existence
  • Quotes attributed correctly
  • No obvious AI-isms remaining
  • Brand voice consistent throughout
  • Grammar and spelling checked
  • Logical flow makes sense
  • Human examples/anecdotes added
  • Call-to-action clear
  • SEO requirements met

Audio Quality Check

Id

audio-quality-checklist

Type

checklist

Description

Before using generated audio

Items

  • Pronunciation is correct
  • Pacing sounds natural
  • No robotic artifacts
  • Emphasis on right words
  • Volume levels consistent
  • No background noise
  • Emotion/tone appropriate
  • Syncs with video (if applicable)

Legal Compliance Check

Id

legal-compliance-checklist

Type

checklist

Description

Before commercial use of AI content

Items

  • Platform ToS allows commercial use
  • No artist names in prompts (or verified allowed)
  • Voice cloning consent documented
  • No copyrighted material in inputs
  • Trademark concerns reviewed
  • Disclosure requirements met (if applicable)
  • Data privacy considered for inputs
  • Output ownership documented

Brand Compliance Check

Id

brand-compliance-checklist

Type

checklist

Description

Before publishing brand content

Items

  • Colors match brand palette
  • Typography consistent with brand
  • Tone matches brand voice
  • Imagery style fits brand guidelines
  • Logo usage correct (if included)
  • Messaging aligns with brand values
  • No off-brand elements
  • Approval from brand owner obtained

Platform Specs Check

Id

platform-specs-checklist

Type

checklist

Description

Before posting to specific platforms

Items

  • Aspect ratio correct for platform
  • File size within limits
  • Duration within limits (video)
  • Resolution sufficient
  • Format supported
  • Caption/alt text prepared
  • Hashtags/keywords ready
  • Link/CTA configured

Prompt Quality Patterns

Id

prompt-quality-check

Type

pattern

Severity

warning

Description

Check prompts for common issues

Checks


##### **Issue**

Prompt too long ##### Pattern prompt with more than 100 words ##### Fix Focus on 2-3 key concepts, under 60 words


##### **Issue**

Conflicting concepts ##### Examples - minimal and detailed - simple and complex - dark and bright ##### Fix Remove contradictions, pick one direction


##### **Issue**

Missing key parameters ##### Required For Midjourney - --ar - --style or --v ##### Required For Dalle - size specification ##### Fix Always specify aspect ratio and style


##### **Issue**

Using banned/blocked terms ##### Note Each platform has different content policies ##### Fix Review platform guidelines before prompting

Iteration Workflow Check

Id

iteration-workflow

Type

checklist

Description

Verify proper iteration process

Items

  • Generated at least 4 variations
  • Selected best option objectively
  • Documented winning prompt
  • Refined based on feedback
  • Final version meets brief requirements
  • Backup options saved

Asset Organization Check

Id

asset-organization-checklist

Type

checklist

Description

Verify AI assets are properly organized

Items

  • Files named descriptively
  • Prompts saved with outputs
  • Versions numbered/dated
  • Original and edited versions separate
  • Platform-specific exports organized
  • Unused variations archived or deleted
  • Final approved versions marked
  • Backup copies stored

Prompt Library Maintenance

Id

prompt-library-checklist

Type

checklist

Description

Keep prompt templates organized

Items

  • Working prompts documented
  • Categorized by use case
  • Include parameter notes
  • Success rate noted
  • Failed prompts documented with why
  • Updated with new learnings
  • Shared with team (if applicable)
  • Version controlled

Batch Content Production

Id

batch-production-checklist

Type

checklist

Description

When creating content in bulk

Items

  • Content calendar/plan defined
  • Templates prepared for each content type
  • Consistent parameters across batch
  • Quality check process defined
  • Production tracking system in place
  • Review/approval queue organized
  • Publication schedule mapped
  • Analytics tracking prepared

Content Repurposing Check

Id

content-repurposing-checklist

Type

checklist

Description

When adapting content across formats

Items

  • Source content quality verified
  • Target format requirements known
  • Platform-specific adaptations planned
  • Aspect ratios mapped out
  • Message consistency maintained
  • CTAs updated for each platform
  • Tracking links updated
  • Publication timing coordinated

What's inside

14 checklists, 1 prompt quality pattern, covering content brief, generation setup, quality checks, compliance, and organization.

Change this for your project

  • Replace Midjourney and Dalle references with your actual image generation tools
  • Replace --ar and --style or --v with your tool's parameter syntax
  • Replace brand palette, brand voice, brand guidelines with your own brand assets

Where it goes

Keep it in your repository where the agent or team that needs it will read it.

Worth borrowing

  • Separate pre-generation setup, quality checks, and compliance into distinct checklists to catch issues at each stage
  • Include a prompt quality pattern that flags common issues like conflicting concepts or missing parameters

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