Sales Outreach Agent System Prompt
Generates an outreach agent prompt that researches a prospect, writes a personalised first message, and refuses to send anything generic or to invent facts about the recipient.
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Running it, start to finish
- Describe what you sell and what triggers your best customers to buy.
- Test on a prospect with almost no public footprint.
- Verify the cited fact on every message before sending.
What you get back
The output this produces, every time.
- Requires one specific verifiable fact per message, and refuses to write without it.
- Surfaces the fact it used, so you can verify it before anything is sent.
- Drafts rather than sends, keeping a person in the loop by design.
Getting better results
Where this usually goes wrong, and how to avoid it.
- Test it on an obscure prospect. The test that matters is whether it refuses when it cannot find anything, rather than falling back to a template.
- Always verify the fact. A message built on a hallucinated detail about someone's company ends the relationship at the first sentence.
- Check the consent rules. Several jurisdictions require prior consent rather than an opt-out, and volume outreach is where that gets noticed.
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Written for The AI University. Every prompt in this library is original work — authored, tested and revised here, not collected from elsewhere. 365 of them, free with an account.