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For custom generation needs or if you have existing LLM infrastructure.

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OpenAI Example

const prompt = `
Write a short, authentic bio for an affiliate partner.

Partner: ${creator.firstName} ${creator.lastName}
Niche: ${creator.niche}
Brand: ${shop.name}
Brand voice: ${brandVoice}
Their audience: ${creator.audienceDescription}

Requirements:
- Under 50 words
- Sound human, not salesy
- Mention why they chose this brand
- Match the brand voice
`;

const response = await openai.chat.completions.create({
  model: "gpt-4",
  messages: [{ role: "user", content: prompt }]
});

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Claude Example

const response = await anthropic.messages.create({
  model: "claude-3-sonnet",
  max_tokens: 150,
  messages: [{
    role: "user",
    content: `Generate a product testimonial for ${product.name} 
              from the perspective of ${creator.firstName}, 
              a ${creator.niche} with a ${creator.contentStyle} style.
              Keep it under 30 words and first-person.`
  }]
});

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Prompt Templates

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Bio Template

You are writing a short bio for {partnerName}, a {niche} 
who has partnered with {brandName}.

Write 2-3 sentences that:
1. Establish who they are and their expertise
2. Explain why they partnered with this brand
3. Sound authentic, not marketing-speak

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Testimonial Template

Write a first-person testimonial from {partnerName} about {productName}.

Requirements:
- First person ("I", "my")
- Mention specific benefit they'd care about
- Under 30 words
- Sound like something they'd actually say

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Cost Management

  • Generate once — Don’t regenerate unnecessarily
  • Batch processing — Cheaper for high volume
  • Tiered investment — More generation for premium partners
  • Cache results — Store and reuse