All examples for Ad Creative Performance Analyzer

Facebook Campaign Headline and CTA Analysis

Analyzes a 5-ad Facebook campaign to identify winning headline types and CTAs. Demonstrates performance breakdown by creative element with lift percentages, individual ad ranking, and prioritized budget reallocation recommendations.

Input

What you provide to the skill

Analyze this Facebook campaign CSV - identify winning headlines and CTAs: Ad_Name,Headline_Type,CTA,Impressions,CTR
F1,Question,Shop Now,45000,3.2%
F2,Urgency,Buy Now,32000,2.5%
F3,Generic,Learn More,28000,1.4%
F4,Question,Get Started,38000,2.9%
F5,Value Prop,Shop Now,41000,2.6%

Output

What the skill generates for you

Ad Creative Performance Analysis Report

Campaign Overview

  • Total Ads Analyzed: 5
  • Total Impressions: 184,000
  • Average CTR: 2.52%

Executive Summary

Top Performers:

  • Best Overall Ad: F1 (Question headline + “Shop Now” CTA) - 3.2% CTR
  • Best Headline Type: Question-based headlines (avg 3.05% CTR)
  • Best CTA: “Shop Now” (avg 2.9% CTR)

Key Insight: Question-based headlines significantly outperform other types, achieving 21% higher CTR than the campaign average. Urgency headlines underperform relative to engagement potential.


Detailed Performance Analysis

1. Headline Type Performance

Headline Type Avg CTR Ads Total Impressions Performance vs Avg
Question 3.05% 2 83,000 +21.0%
Value Prop 2.60% 1 41,000 +3.2%
Urgency 2.50% 1 32,000 -0.8%
Generic 1.40% 1 28,000 -44.4%

Analysis:

  • Question headlines are clear winners, generating the highest engagement
  • Generic headlines severely underperform (-44.4% vs avg) and should be eliminated
  • Urgency headlines show promise but need refinement - CTR is below expectations given the psychological trigger

2. CTA Performance

CTA Avg CTR Ads Total Impressions Performance vs Avg
Shop Now 2.90% 2 86,000 +15.1%
Get Started 2.90% 1 38,000 +15.1%
Buy Now 2.50% 1 32,000 -0.8%
Learn More 1.40% 1 28,000 -44.4%

Analysis:

  • “Shop Now” and “Get Started” tie for best performance at 2.9% CTR
  • “Learn More” dramatically underperforms - too passive for this audience
  • “Buy Now” may be too aggressive; “Shop Now” frames the same action more invitingly

3. Individual Ad Performance

Rank Ad Headline Type CTA Impressions CTR Notes
1 F1 Question Shop Now 45,000 3.2% Top performer - winning combination
2 F4 Question Get Started 38,000 2.9% Strong - softer CTA works well
3 F5 Value Prop Shop Now 41,000 2.6% Solid mid-tier performance
4 F2 Urgency Buy Now 32,000 2.5% Underperforming given urgency angle
5 F3 Generic Learn More 28,000 1.4% Poor - eliminate this combination

Recommendations

Immediate Actions (Next 48 Hours)

  1. Pause F3 immediately - Generic headline + “Learn More” CTA is draining budget at 44% below average performance
  2. Scale F1 budget by 50% - Clear winner deserves more investment
  3. Increase F4 budget by 25% - Second-best performer with room to scale

Short-Term Optimizations (Next 1-2 Weeks)

  1. Create 3 new Question headline variants with “Shop Now” CTA (following F1’s winning formula)
  2. Test “Get Started” CTA on Value Prop and Urgency headlines - it may outperform current CTAs
  3. Revise or replace F2 - Urgency headlines should perform better; test stronger urgency language or time-bound offers
  4. Eliminate “Learn More” CTAs from all future tests - too passive for this audience

Testing Strategy (Next 30 Days)

  1. Develop 5 new Question-based headlines - this format clearly resonates
  2. Test “Shop Now” vs “Get Started” head-to-head with identical headlines to determine definitive winner
  3. Experiment with hybrid approaches - “Value Prop + Question” format (e.g., “Save 50% Today - Ready to Transform Your Space?”)
  4. A/B test urgency elements - compare time-bound (“24 Hours Left”) vs scarcity (“Limited Stock”) vs FOMO (“Join 10,000+ Happy Customers”)

Budget Reallocation

Recommended Budget Shifts:

  • F1: +50% (from 24.5% to 36.75%)
  • F4: +25% (from 20.7% to 25.88%)
  • F5: maintain (22.3%)
  • F2: -25% (from 17.4% to 13.05%)
  • F3: -100% (pause - was 15.2%)

Key Learnings

  1. Question headlines create engagement - They invite interaction and curiosity, driving higher CTR
  2. CTA tone matters - “Shop Now” outperforms “Buy Now” despite similar meaning; softer language converts better
  3. Generic messaging fails - Specific, compelling headlines are essential; generic copy doesn’t cut through noise
  4. Urgency needs execution refinement - While theoretically strong, F2’s urgency angle underperforms; test stronger urgency triggers

Statistical Confidence Notes

  • F1’s 3.2% CTR represents a 27% lift over average - statistically significant given 45K impressions
  • F3’s 1.4% CTR is 44% below average with 28K impressions - clear underperformer
  • Question headlines (83K combined impressions) show consistent outperformance - high confidence in pattern
  • “Shop Now” CTA tested across 2 different headline types (86K impressions) - reliable performance indicator

Next Review: Schedule follow-up analysis in 14 days after implementing immediate actions to measure impact of optimization.