cyberneticlibrary

Optimize paid ad campaigns across platforms

ad-campaign-optimizationskillsetup L351
TerminalSkills/skills

Causal-lift measurements

ad-campaign-optimization0pp vs no-skill baselinewith-skill 68% · baseline 68%

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

What it does

Optimize paid ad campaigns across platforms with creative testing and audience strategy

Best for

When you need to structure campaigns by funnel stage (cold/warm/hot) and run creative testing to find winners.

Inputs
  • · Campaign structure by objective (prospecting, retargeting, retention)
  • · Creative variants (video, static, carousel)
  • · Audience definitions (lookalike, interest, retargeting tiers)
Outputs
  • · Optimized campaign structure
  • · Creative testing plan and schedule
  • · Audience exclusion rules and lookalike seed recommendations
Requires
  • · Google Ads
  • · Meta Ads Manager
  • · TikTok For Business
  • · LinkedIn Campaign Manager
Preconditions
  • · Conversion tracking is set up
  • · Campaign structure exists or is drafted
  • · Creative assets are available or will be produced
  • · Audience definition is clear
Failure modes
  • · Runs edits during learning phase
  • · Creatives are silent video on sound-on platform (TikTok)
  • · Lookalike seed is too small (<1,000 users)
  • · Budget is below platform minimums
Trust signals
  • · Campaign structure by objective (prospecting, retargeting, retention)
  • · Audience exclusion-layering strategy
  • · Creative testing phases (Phase 1: hooks, Phase 2: hooks variation, Phase 3: scale)
  • · Tier-based lookalike and retargeting audiences
  • · Frequency and refresh thresholds