name: creative-learnings description: Document learnings from creative tests including patterns of what worked and what didn't, updating the angle/hook performance database, and identifying new hypotheses to test. Use after test cycles to capture institutional knowledge and inform future creative strategy.
Creative Learnings
Document and systematize learnings from creative tests.
Process
Step 1: Analyze Recent Test Results
Gather Test Data:
- All creatives tested in period
- Performance metrics (CPA, CTR, CVR)
- Spend and volume
- Test duration
Categorize Results:
- Clear winners (scale)
- Promising (iterate)
- Clear losers (kill)
- Inconclusive (retest)
Step 2: Extract Patterns
What Worked - Analyze:
- Common elements in winners
- Hook types performing
- Body structures winning
- CTA formats converting
- Visual styles succeeding
- Avatar responses
What Didn't Work - Analyze:
- Common failure points
- Hook types failing
- Angles not resonating
- Visual styles flopping
- Audiences not responding
Step 3: Update Performance Database
Angle Tracker:
| Angle | Tests | Wins | Win Rate | Best CPA | Notes |
|---|---|---|---|---|---|
| [Angle 1] | X | X | X% | $X | [Learning] |
Hook Type Tracker:
| Hook Type | Tests | Wins | Win Rate | Notes |
|---|---|---|---|---|
| Greed | X | X | X% | [Learning] |
| Emotion | X | X | X% | [Learning] |
Framework Tracker:
| Framework | Tests | Wins | Win Rate | Notes |
|---|
Step 4: Identify New Hypotheses
From Winners:
- What can we double down on?
- What variations should we test?
- What audiences should we expand to?
From Losers:
- What should we stop doing?
- What assumptions were wrong?
- What variables need isolation?
From Market:
- What competitors are doing?
- What trends are emerging?
- What gaps exist?
Step 5: Output Learnings Document
## CREATIVE LEARNINGS: [Date Range]
### TEST SUMMARY
**Tests Conducted:**
- Total creatives tested: [#]
- Winners identified: [#]
- Win rate: [X%]
- Total test spend: $[X]
**By Category:**
| Type | Tested | Winners | Win Rate |
|------|--------|---------|----------|
| New angles | X | X | X% |
| Hook variations | X | X | X% |
| Body iterations | X | X | X% |
| CTA tests | X | X | X% |
---
### KEY LEARNINGS
**LEARNING 1: [Title]**
- What we tested: [Description]
- Result: [Outcome]
- Why it worked/failed: [Analysis]
- Application: [How to use this]
- Confidence: [High/Medium/Low]
**LEARNING 2: [Title]**
...
---
### WHAT'S WORKING
**Winning Angles:**
1. [Angle] - Why: [Explanation]
2. [Angle] - Why: [Explanation]
**Winning Hook Types:**
1. [Type] - Performance: [Metrics]
2. [Type] - Performance: [Metrics]
**Winning Formats:**
- [Format description and why]
**Winning Visual Styles:**
- [Style description and why]
**Winning Avatars:**
- [Avatar responding best]
---
### WHAT'S NOT WORKING
**Failed Angles:**
1. [Angle] - Why failed: [Analysis]
- Action: [Stop/Revise/Retest]
**Failed Hook Types:**
1. [Type] - Why failed: [Analysis]
**Failed Formats:**
- [What and why]
**Avoid:**
- [Thing to stop doing]
- [Thing to stop doing]
---
### PATTERN ANALYSIS
**Successful Patterns:**
- [Pattern 1]: Seen in X winners
- [Pattern 2]: Seen in X winners
**Failure Patterns:**
- [Pattern 1]: Seen in X losers
- [Pattern 2]: Seen in X losers
**Correlations Found:**
- [Variable A] + [Variable B] = [Outcome]
---
### ANGLE/HOOK DATABASE UPDATE
**New Additions:**
| Element | Type | Status | Win Rate | Notes |
|---------|------|--------|----------|-------|
| [New angle] | Angle | Proven | X% | [Note] |
| [New hook] | Hook | Testing | - | [Note] |
**Status Changes:**
- [Element]: [Old status] → [New status]
**Retired:**
- [Element]: Reason: [Why removed]
---
### HYPOTHESES FOR NEXT CYCLE
**High Priority Tests:**
1. **Hypothesis:** [Statement]
- Based on: [Learning that inspired this]
- Test: [What to create]
- Expected outcome: [Prediction]
2. **Hypothesis:** [Statement]
...
**Medium Priority Tests:**
1. [Hypothesis and test plan]
**Experimental:**
1. [Wild card ideas worth trying]
---
### COMPETITIVE INSIGHTS
**What competitors are doing:**
- [Observation 1]
- [Observation 2]
**Opportunities identified:**
- [Gap we can exploit]
---
### RECOMMENDATIONS
**Creative Strategy Adjustments:**
1. [Recommendation]
2. [Recommendation]
**Process Improvements:**
1. [Recommendation]
**Resource Allocation:**
- More focus on: [Area]
- Less focus on: [Area]
---
### NEXT STEPS
**Immediate (This Week):**
1. [ ] [Action item]
2. [ ] [Action item]
**Short-term (This Month):**
1. [ ] [Action item]
**Share With Team:**
- Key insight to communicate: [Summary]
Building Institutional Knowledge
Document Everything:
- Even "obvious" learnings
- Capture the "why" not just "what"
- Include context and conditions
Make It Searchable:
- Consistent naming conventions
- Tags/categories
- Regular updates
Share and Apply:
- Team access to learnings
- Reference in creative briefs
- Update SOPs based on learnings
Source: General creative optimization best practices