bulk-personalization-with-ai
Installation
SKILL.md
Bulk Personalization with AI
AI-powered personalization generates custom email openers, proof points, or full email bodies for each prospect using an LLM. Instead of spending 5-10 minutes manually researching each prospect's LinkedIn and writing a custom first line, the AI does it in 3-5 seconds per prospect. At 200 prospects per batch, that's 16+ hours of manual work compressed into 15 minutes.
The principle: AI personalization should be indistinguishable from human personalization. If the recipient can tell it was AI-generated, it's worse than no personalization. The bar is "a human who spent 5 minutes researching wrote this." If the output doesn't meet that bar, the prompt or the data is wrong.
What AI Personalization Is and Isn't
| What it is | What it isn't |
|---|---|
| Custom first line referencing something specific about the prospect | Inserting {first_name} and {company} into a template |
| A sentence connecting their situation to your value prop | A generic compliment: "Love your work on LinkedIn!" |
| One observation from their recent activity, company data, or role | A hallucinated claim about their business you can't verify |
| A bridge between a real signal and a real problem | A creative writing exercise disconnected from the email's purpose |