Personalization at Scale

<quick_start> Trigger: "Personalize outreach for [N] prospects" or "Generate unique first lines for my prospect list" Input: CSV or list with First Name, Last Name, Title, Company, LinkedIn URL Output: Personalized first lines with confidence scores, grouped by personalization type, in CSV or merge-field format </quick_start>

<success_criteria>

• 70%+ prospects have unique, specific personalization found
• Each first line is recent (within 30-60 days), role-relevant, and couldn't be copy/pasted to another prospect
• Confidence scores assigned (High/Medium/Low) to every first line
• Fallback strategies provided for prospects with no personalization found
• Output ready for export to outreach tool (CSV merge fields) </success_criteria>