cyberneticlibrary

ad-campaign-optimization

Improving the performance of paid advertising initiatives.

no-skill baseline: 68% — anything below it makes the model worse.

1WORKS 78
adsskilldefault
the user invokes `/ads audit`, delegate to subagents in parallel:
2WORKS 74
facebook-adsskill
Ecommerce and lead-gen accounts wanting to optimize Advantage+ Shopping/Conversions with proper structure.
3WORKS 58
campaign-statusskill
Marketing teams managing 10+ campaigns across 3+ platforms, where unified status view prevents blind spots and enables rapid response to execution issues.
4WORKS 56
algo-ad-budgetskill
When you have multi-channel data and need to rebalance budget from underperformers to high-ROAS channels.
5WORKS 56
live-campaign-adsskill
Crowdfunding campaigns when you need performance-focused variants across multiple urgency and social-proof angles.
6WORKS 56
paid-adsskill
A/B tests creative and targeting simultaneously—catches interactions that single-variable optimization misses.
7WORKS 54
adsskill
When planning and optimizing multi-channel paid advertising campaigns at scale.
8WORKS 53
meta-adsskill
Initial Meta Ads account setup and health diagnostic before running optimizations.
9WORKS 52
paid-adsskill
Programmatic multi-channel ad campaign deployment when managing budgets across Google, Meta, and LinkedIn
10WORKS 52
ecommerce-ppc-strategy-plannerskill
E-commerce sellers expanding to multiple ad platforms (Google, Meta, TikTok) without prior PPC experience.
11WORKS 50
ad-campaign-optimizationskill
When you need to structure campaigns by funnel stage (cold/warm/hot) and run creative testing to find winners.
12WORKS 31
manageskill
Meta advertisers with 5+ ad sets who need diagnostic clarity on what is actually working, waste identification in dollars, and confidence-checked recommendations before making changes.