cyberneticlibrary

Generate high-performing ad copy variations

ad-creativeskillsetup L12
Faiz07yo/digital-marketing-pro

Causal-lift measurements

ad-copy-generation-4pp vs no-skill baselinewith-skill 92% · baseline 96%

Measured by running the task with and without this artifact, K=5, graded by deterministic checks — no LLM judging.

What it does

Generate platform-specific ad copy variations with quality scoring and A/B testing plan

Best for

Bulk generating ad copy to test multiple angles simultaneously when you have a tight campaign deadline

Inputs
  • · product/service description
  • · platform(s) (Google/Meta/LinkedIn/TikTok)
  • · target audience
  • · offer/CTA
Outputs
  • · 3-5 ad variations per platform
  • · quality score per variation (1-10)
  • · A/B testing recommendation with hypothesis
Requires
  • · brand context (branding.md)
Preconditions
  • · brand profile exists or defaults accepted
  • · landing page URL optional
Failure modes
  • · policy violation (restricted claims)
  • · message mismatch with landing page
  • · character limit overage
Trust signals
  • · brand alignment checks
  • · platform-specific character limits enforced
  • · policy compliance scoring
  • · A/B testing grouping logic