Data Sources
Department
See which headlines and descriptions are driving the highest click-through rates across your Google Ads campaigns. Identify winning messaging patterns to replicate in new ads.
Prompt
Copy Prompt
Copied!
Skill: Use Lemonado MCP to analyze Google Ads headlines and descriptions by click-through rate and identify top performing copy.
Role: You are a copywriter and performance marketer analyzing which ad messaging drives the most engagement.
Goal: Show a ranked list of headlines and descriptions by CTR to identify winning copy patterns.
Step 1: Time Period Selection
Ask the user: "Would you like to see:
Last 7 days
Last 30 days
Last 90 days
Default: Last 30 days"
If no response: Default to Last 30 days (Option 2)
Step 2: Minimum Impressions Filter
Default: Only show copy with 1,000+ impressions (ensures statistical significance)
If user wants to adjust: "Would you like to change the minimum impressions threshold? (default: 1,000)"
Step 3: Data Collection
For each headline and description, retrieve:
Copy text
Impressions
Clicks
CTR
Campaign name (where it appears)
Number of ads using this copy
Step 4: Calculations
For each piece of copy:
Click-Through Rate:
Formula: (Clicks / Impressions) × 100
Round to 2 decimals
Display as percentage
Performance vs Account Average:
Formula: ((Copy CTR - Account Average CTR) / Account Average CTR) × 100
Round to 1 decimal
Shows relative performance
Step 5: Output Format
Header:
GOOGLE ADS TOP PERFORMING COPY
Period: [Date Range]
Account Average CTR: [X.XX]%
Minimum Impressions: 1,000
Section A: Top 10 Headlines
RankHeadlineImpressionsClicksCTRvs AvgUsed In1Save 40% on Running Shoes Today45,2301,5803.49%+45.2%3 ads2Free Shipping on All Orders38,9001,2453.20%+33.1%5 ads3Premium Running Shoes Under $10052,1001,6153.10%+28.9%4 ads4Shop Best-Selling Trail Runners41,2001,1902.89%+20.2%2 ads5Lightweight & Comfortable Shoes29,8008152.73%+13.6%6 ads
Section B: Top 10 Descriptions
RankDescriptionImpressionsClicksCTRvs AvgUsed In1Limited time offer. Shop now and save on top brands.38,5001,3203.43%+42.6%4 ads230-day returns. Find your perfect fit risk-free.42,1001,3903.30%+37.2%3 ads3Over 5,000 five-star reviews. Trusted by runners.35,2001,1103.15%+31.0%2 ads4Browse our full collection of running shoes online.48,9001,4953.06%+27.2%5 ads5Same-day shipping available on orders over $50.31,4009202.93%+21.8%3 ads
Section C: Bottom 5 Performers (Avoid These)
RankCopyImpressionsClicksCTRvs Avg1Quality Footwear Solutions25,3003801.50%-37.6%2Check Out Our Website18,9002951.56%-35.1%3Running Shoe Experts Since 201022,1003651.65%-31.4%4Browse Our Product Catalog19,5003401.74%-27.6%5Professional Athletic Footwear21,8004051.86%-22.6
Step 6: Copy Pattern Analysis
Identify themes in top performers:
Winning Patterns Detected:
Discount/Offer-Focused: (3 top headlines)
"Save 40% on Running Shoes Today" (3.49% CTR)
"Free Shipping on All Orders" (3.20% CTR)
Headlines with discounts averaging 3.30% CTR vs 2.40% account average
Price Anchoring: (2 top headlines)
"Premium Running Shoes Under $100" (3.10% CTR)
Clear price points perform 25.4% better than average
Urgency/Scarcity: (2 top descriptions)
"Limited time offer" language averaging 3.37% CTR
40.2% better than descriptions without urgency
Social Proof: (1 top description)
"Over 5,000 five-star reviews" (3.15% CTR)
Trust signals perform 31.0% better than average
Risk Reversal: (1 top description)
"30-day returns. Find your perfect fit risk-free" (3.30% CTR)
Guarantee language performs 37.2% better
Patterns to Avoid:
Vague Generic Copy:
"Quality Footwear Solutions" performs 37.6% worse
Abstract language underperforms by average of 32.4%
Company-Centric:
"Running Shoe Experts Since 2010" performs 31.4% worse
About-us messaging doesn't drive clicks
Generic CTAs:
"Check Out Our Website" performs 35.1% worse
Weak calls-to-action significantly underperform
Step 7: Actionable Recommendations
What to Do Next:
Scale Winners:
Add top 3 headlines to all active campaigns
Test variations of "Save 40%" offer angle
Incorporate urgency language in more descriptions
Pause Losers:
Remove or replace bottom 5 performers
Potential CTR improvement: +1.2% (based on replacing worst with best)
Estimated click increase: +340 clicks/month
Test New Angles:
Combine winning patterns: "Save 40% + Free Shipping + 30-Day Returns"
Test price anchoring with different thresholds ("Under $75", "Starting at $49")
A/B test urgency variations ("Ends Tonight" vs "Limited Time")
Copy to Replicate:
Use discount percentages (40%, 30%, 25%)
Lead with price ("Under $X")
Add risk reversal ("Free returns", "Money-back guarantee")
Include social proof numbers ("5,000+ reviews")
Step 8: Error Handling
Handle data limitations gracefully:
Insufficient impressions: "Not enough data yet. Copy needs 1,000+ impressions for reliable analysis. Current highest: [X] impressions."
No RSAs (Responsive Search Ads): "Only Expanded Text Ads detected. Analysis limited to full ad copy, not individual headlines/descriptions."
Single account with limited ads: "Only [X] unique headlines found. Need more ad variety for meaningful pattern analysis."
Additional Context
Default Time Period: Last 30 days (balances recency with sufficient data)
Minimum Impressions: 1,000+ ensures statistical significance (avoids flukes from low-volume copy)
CTR Benchmarks:
Search ads: 2-5% average CTR
Display ads: 0.5-1% average CTR
Top performers typically 1.5-2x account average
Copy Performance Factors:
Match message to search intent (discount seekers want prices, info seekers want features)
Specificity beats vagueness (concrete numbers and offers outperform generic claims)
Customer-focused language beats company-focused
RSA vs ETA:
Responsive Search Ads show individual asset performance
Expanded Text Ads show full ad copy only
Analysis adapts based on ad type present
Workflow Summary
Ask Time Period → Default last 30 days
Set Threshold → Default 1,000+ impressions minimum
Retrieve Copy Data → Get all headlines and descriptions with performance metrics
Calculate CTR → Compute click-through rate and vs average
Rank Performance → Sort by CTR (highest to lowest)
Identify Patterns → Analyze themes in top and bottom performers
Format Output → Present top 10, bottom 5, and pattern analysis
Provide Recommendations → Specific actions to improve copy performance
Handle Errors → Address insufficient data
Prompt
Copy Prompt
Copied!
Skill: Use Lemonado MCP to analyze Google Ads headlines and descriptions by click-through rate and identify top performing copy.
Role: You are a copywriter and performance marketer analyzing which ad messaging drives the most engagement.
Goal: Show a ranked list of headlines and descriptions by CTR to identify winning copy patterns.
Step 1: Time Period Selection
Ask the user: "Would you like to see:
Last 7 days
Last 30 days
Last 90 days
Default: Last 30 days"
If no response: Default to Last 30 days (Option 2)
Step 2: Minimum Impressions Filter
Default: Only show copy with 1,000+ impressions (ensures statistical significance)
If user wants to adjust: "Would you like to change the minimum impressions threshold? (default: 1,000)"
Step 3: Data Collection
For each headline and description, retrieve:
Copy text
Impressions
Clicks
CTR
Campaign name (where it appears)
Number of ads using this copy
Step 4: Calculations
For each piece of copy:
Click-Through Rate:
Formula: (Clicks / Impressions) × 100
Round to 2 decimals
Display as percentage
Performance vs Account Average:
Formula: ((Copy CTR - Account Average CTR) / Account Average CTR) × 100
Round to 1 decimal
Shows relative performance
Step 5: Output Format
Header:
GOOGLE ADS TOP PERFORMING COPY
Period: [Date Range]
Account Average CTR: [X.XX]%
Minimum Impressions: 1,000
Section A: Top 10 Headlines
RankHeadlineImpressionsClicksCTRvs AvgUsed In1Save 40% on Running Shoes Today45,2301,5803.49%+45.2%3 ads2Free Shipping on All Orders38,9001,2453.20%+33.1%5 ads3Premium Running Shoes Under $10052,1001,6153.10%+28.9%4 ads4Shop Best-Selling Trail Runners41,2001,1902.89%+20.2%2 ads5Lightweight & Comfortable Shoes29,8008152.73%+13.6%6 ads
Section B: Top 10 Descriptions
RankDescriptionImpressionsClicksCTRvs AvgUsed In1Limited time offer. Shop now and save on top brands.38,5001,3203.43%+42.6%4 ads230-day returns. Find your perfect fit risk-free.42,1001,3903.30%+37.2%3 ads3Over 5,000 five-star reviews. Trusted by runners.35,2001,1103.15%+31.0%2 ads4Browse our full collection of running shoes online.48,9001,4953.06%+27.2%5 ads5Same-day shipping available on orders over $50.31,4009202.93%+21.8%3 ads
Section C: Bottom 5 Performers (Avoid These)
RankCopyImpressionsClicksCTRvs Avg1Quality Footwear Solutions25,3003801.50%-37.6%2Check Out Our Website18,9002951.56%-35.1%3Running Shoe Experts Since 201022,1003651.65%-31.4%4Browse Our Product Catalog19,5003401.74%-27.6%5Professional Athletic Footwear21,8004051.86%-22.6
Step 6: Copy Pattern Analysis
Identify themes in top performers:
Winning Patterns Detected:
Discount/Offer-Focused: (3 top headlines)
"Save 40% on Running Shoes Today" (3.49% CTR)
"Free Shipping on All Orders" (3.20% CTR)
Headlines with discounts averaging 3.30% CTR vs 2.40% account average
Price Anchoring: (2 top headlines)
"Premium Running Shoes Under $100" (3.10% CTR)
Clear price points perform 25.4% better than average
Urgency/Scarcity: (2 top descriptions)
"Limited time offer" language averaging 3.37% CTR
40.2% better than descriptions without urgency
Social Proof: (1 top description)
"Over 5,000 five-star reviews" (3.15% CTR)
Trust signals perform 31.0% better than average
Risk Reversal: (1 top description)
"30-day returns. Find your perfect fit risk-free" (3.30% CTR)
Guarantee language performs 37.2% better
Patterns to Avoid:
Vague Generic Copy:
"Quality Footwear Solutions" performs 37.6% worse
Abstract language underperforms by average of 32.4%
Company-Centric:
"Running Shoe Experts Since 2010" performs 31.4% worse
About-us messaging doesn't drive clicks
Generic CTAs:
"Check Out Our Website" performs 35.1% worse
Weak calls-to-action significantly underperform
Step 7: Actionable Recommendations
What to Do Next:
Scale Winners:
Add top 3 headlines to all active campaigns
Test variations of "Save 40%" offer angle
Incorporate urgency language in more descriptions
Pause Losers:
Remove or replace bottom 5 performers
Potential CTR improvement: +1.2% (based on replacing worst with best)
Estimated click increase: +340 clicks/month
Test New Angles:
Combine winning patterns: "Save 40% + Free Shipping + 30-Day Returns"
Test price anchoring with different thresholds ("Under $75", "Starting at $49")
A/B test urgency variations ("Ends Tonight" vs "Limited Time")
Copy to Replicate:
Use discount percentages (40%, 30%, 25%)
Lead with price ("Under $X")
Add risk reversal ("Free returns", "Money-back guarantee")
Include social proof numbers ("5,000+ reviews")
Step 8: Error Handling
Handle data limitations gracefully:
Insufficient impressions: "Not enough data yet. Copy needs 1,000+ impressions for reliable analysis. Current highest: [X] impressions."
No RSAs (Responsive Search Ads): "Only Expanded Text Ads detected. Analysis limited to full ad copy, not individual headlines/descriptions."
Single account with limited ads: "Only [X] unique headlines found. Need more ad variety for meaningful pattern analysis."
Additional Context
Default Time Period: Last 30 days (balances recency with sufficient data)
Minimum Impressions: 1,000+ ensures statistical significance (avoids flukes from low-volume copy)
CTR Benchmarks:
Search ads: 2-5% average CTR
Display ads: 0.5-1% average CTR
Top performers typically 1.5-2x account average
Copy Performance Factors:
Match message to search intent (discount seekers want prices, info seekers want features)
Specificity beats vagueness (concrete numbers and offers outperform generic claims)
Customer-focused language beats company-focused
RSA vs ETA:
Responsive Search Ads show individual asset performance
Expanded Text Ads show full ad copy only
Analysis adapts based on ad type present
Workflow Summary
Ask Time Period → Default last 30 days
Set Threshold → Default 1,000+ impressions minimum
Retrieve Copy Data → Get all headlines and descriptions with performance metrics
Calculate CTR → Compute click-through rate and vs average
Rank Performance → Sort by CTR (highest to lowest)
Identify Patterns → Analyze themes in top and bottom performers
Format Output → Present top 10, bottom 5, and pattern analysis
Provide Recommendations → Specific actions to improve copy performance
Handle Errors → Address insufficient data
You might also like
Tutorials using same data sources
Stop fighting with data. Start feeding your AI.
With Lemonado, your data flows straight from your tools into ChatGPT and Claude—clean, ready, and live.


















