Library/AI-Era / Emerging Sales Work/AI Agent Oversight/Stress-test an AI-drafted outreach message before sending
TestedAI-Era / Emerging Sales WorkSame-Day Use (under 30 min)

Stress-test an AI-drafted outreach message before sending

Red-team an AI-drafted message to catch fabricated personalization and spam risks before the prospect sees them.

About this prompt

This prompt acts as a sharp reviewer that red-teams an AI-drafted outreach message before SDRs, AEs, or BDRs send it. It fact-checks the personalization, flags generic AI tells, and catches tone, spam, and credibility risks. Use it on any AI-generated email or LinkedIn message right before it goes out.AI-generated outreach has failure modes that embarrass you or get you flagged as spam, and the worst is invented personalization that reads plausibly true. This prompt red-teams the draft: it fact-checks every claim about the prospect against what you actually know, flags hollow flattery and templated tells, and catches tone mismatches, spam triggers, and overclaiming that a sharp prospect would distrust. Paste the draft into THE MESSAGE, then provide PROSPECT, ROLE, COMPANY for the recipient, TRUE INFO so it can catch fabrications against the real facts, WHAT THE MESSAGE SHOULD ACHIEVE for the goal, and the channel field for email or LinkedIn. It returns a verdict (send, fix these, or rewrite), a specific fix per problem, and a rewrite of the weakest line. Use this on a single message; use the QA-framework prompt to build standing oversight of an agent. Tip: be thorough in TRUE INFO, because the model can only flag a fabrication when it knows what's actually true.

The prompt

I'm about to send outreach that an AI drafted, and AI-generated messages have failure modes that'll embarrass me or get me flagged as spam. Act as a sharp reviewer and red-team it before it goes out.
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Variables to replace

THE MESSAGE | PROSPECT, ROLE, COMPANY | TRUE INFO — SO YOU CAN CATCH FABRICATIONS | WHAT THE MESSAGE SHOULD ACHIEVE | EMAIL / LINKEDIN / ETC.

How to run it

  1. Copy the prompt and paste it into Claude, ChatGPT, Gemini, or Copilot — it's tuned to run in any of them.
  2. Replace the variables — swap each bracketed token for your deal's specifics. The variables list above explains every field.
  3. Make it yours — run it, keep what's strong, and tighten your inputs on the next pass. The prompt improves with your context.

What good output looks like

Make it yours

StageProspecting
SeatSDR,AE,BDR
DifficultyIntermediate
Time to valueSame-Day Use (under 30 min)
Works withAI-Agnostic
CategoryAI-Era / Emerging Sales Work
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