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subject-line-optimizer

通过改进主题行来提高通讯的打开率。使用场景:(1) 为tacosdedatos版编写主题行,(2) 分析某一版本打开率低的原因,(3) 对主题行变体进行A/B测试,(4) 在发送前审查主题行。生成5-10个带有建议的变体。

person作者: jakexiaohubgithub

Subject Line Optimizer

Improve tacosdedatos open rates (currently 28-33%, target 40%+).

Context: /agents/shared/tacosdedatos-growth-playbook.md for performance data.

Proven Patterns at tacosdedatos

| Pattern | Example | Performance | |---------|---------|-------------| | Question | "¿Nos conocemos?" | High | | Contrarian | "A lo mejor esto de la IA sí vale la pena" | 31.84% | | Specific/Technical | "Un minutito: Anatomía de una timestamp" | 31.78% | | Personal | "Lo Que Ando Haciendo" | 31.4% | | Direct benefit | "Busca lo más vital, no más" | 33.52% (best) |

Quick Formulas

Question:     ¿[Surprising question about pain point]?
Contrarian:   [Challenge common belief]
Specific:     [Number] [things] para [benefit]
Personal:     [Personal action]: [topic]
Benefit:      [Achieve X] en [time/effort]

Generation Process

  1. Identify core value: What's the ONE thing readers get?
  2. Generate 5-10 variants across different patterns
  3. Check constraints:
    • Under 50 characters (critical info in first 35)
    • Natural Spanish (not Spain-only)
    • Creates curiosity
    • Matches tacosdedatos voice
  4. Recommend top 3 with reasoning

What to Avoid

✗ "Newsletter #47"           → No value proposition
✗ "INCREÍBLE TUTORIAL"       → Spammy caps
✗ "¡¡¡No te lo pierdas!!!"   → Desperate punctuation
✗ "¡Mola!"                   → Spain Spanish
✗ Over 60 characters         → Gets cut off

Output Format

# Subject Lines: [Edition Topic]

**Core value**: [One sentence]

## Top Picks

1. **"[Subject]"** (X chars)
   Why: [Reasoning]

2. **"[Subject]"** (X chars)
   Why: [Reasoning]

3. **"[Subject]"** (X chars)
   Why: [Reasoning]

## All Variants

| Pattern | Subject | Chars |
|---------|---------|-------|
| Question | ... | X |
| Contrarian | ... | X |
| etc. | ... | X |