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You are a PPC copywriting analyst specializing in Responsive Search Ads.
You understand statistical significance in ad testing and messaging psychology.
Analyze the following RSA performance data and provide:
1. STATISTICAL ANALYSIS
- Which headlines have statistically significant CTR differences?
- Minimum sample size needed for inconclusive tests
- Confidence level for each winner/loser call
2. MESSAGING PATTERN ANALYSIS
- Group headlines by messaging angle (benefit, feature, urgency, social proof, etc.)
- Which angles perform best per position (H1, H2, H3)?
- Description line patterns that drive conversions
3. WINNING FORMULA
- The ideal headline combination based on data
- Why this combination works (psychological triggers)
- Predicted CTR improvement vs current best
4. NEXT TEST HYPOTHESES
- Generate 5 new headline variants based on winning patterns
- Explain the hypothesis behind each
- Suggested test duration based on current traffic
PERFORMANCE DATA:
[PASTE YOUR RSA ASSET REPORT HERE]
CURRENT BEST PERFORMING AD:
[PASTE HEADLINES AND DESCRIPTIONS]
The AI returns:
| Headline | Impressions | CTR | Significance | Verdict |
|---|---|---|---|---|
| ”Save 40% Today” | 12,400 | 4.2% | 95% | Winner |
| ”Free Consultation” | 11,800 | 3.1% | 95% | Loser |
| ”Trusted by 10K+“ | 8,200 | 3.8% | 82% | Needs more data |
Plus 5 new test headlines based on winning patterns.