Weekly Creative Analysis & Fatigue Detection
Analyze ad creative performance, classify into performance tiers, detect creative fatigue via frequency and CTR decline, and generate a creative brief for new assets.
Warum diese Vorlage verwenden
Identifies when your creatives are losing effectiveness before performance drops become severe. Prevents wasted spend on fatigued ads that stop converting.
Fur wen ist dies gedacht
Creative teams and performance marketers who run many creatives and need to know which to scale, which to iterate, and which to retire.
So verwenden Sie sie
Run weekly with 7-day data. Check Fatigue Alerts first — high saturation ads need immediate attention. Review Tier Classification to prioritize new creative production. Use Creative Brief to brief your design team.
INPUT
- Last 7 days of ad performance data
- Top 20% performers → visual element analysis
STEP 1 — Per-Ad Metrics
CTR, CVR, CPA, Frequency, Spend share.
(Thumbstop ratio and hold rate not available — skip.)
STEP 2 — Tier Classification
Rank by CPA ascending (lower CPA = better):
- Top 20%: recommend scaling, create 2–3 variations
- Middle 60%: monitor, minor iterations only
- Bottom 20%: recommend pausing, document failure reason
STEP 3 — Winning Creative Analysis
For each top performer, retrieve creative assets and analyze:
- Hook type (first 3s of video or first frame of image)
- Visual style, CTA type, copy angle
Analyze top performers only.
STEP 4 — Fatigue Detection
Flag any ad where:
- Frequency > 2.5 AND CTR declined > 15% vs prior week
- OR Frequency > 3.0 regardless of CTR
Estimate saturation: Low / Medium / High.
STEP 5 — Creative Brief
Include:
- Top performer breakdown (what's working and why)
- Bottom performer autopsy
- Fatigue alerts with saturation estimates
- Specific creative requests (hook type, format, angle, CTA)
OUTPUT
🎯 CREATIVE PERFORMANCE TIERS
| Ad ID | Spend | Impressions | CTR | CVR | CPA | Frequency | Tier | Recommendation |
⚠️ FATIGUE ALERTS
| Ad ID | Frequency | CTR vs 7d Ago | Saturation | Recommended Action |
🏆 WINNING PATTERNS
| Attribute | Pattern |
|---|---|
| Hook type | ... |
| Visual style | ... |
| CTA | ... |
| Copy angle | ... |
📝 CREATIVE BRIEF
[Bulleted requests for new creative assets]
GUARD
- Fewer than 5 active creatives → skip classification, output raw metrics only
- No prior week data → skip CTR decline check, apply frequency threshold only
- No active campaigns → ✅ No active creatives to analyze.
- Never analyze more than 5 creatives per execution; prioritize top performers
CONFIG (defaults — adjust as needed)
- Fatigue thresholds: freq > 2.5, CTR decline > 15%, absolute cap 3.0