---
title: "Copy this prompt to fix the job posting that repels the people you need"
description: "5 source-backed AI claims from Copy this prompt to fix the job posting that repels the people you need, with key statistics, context, and the original AI…"
url: "https://kbanc.com/claims-library/copy-this-prompt-to-fix-the-job-posting-that-repels-the-people-you-need"
source: "https://aiadopters.club/p/copy-this-prompt-to-fix-the-job-posting"
date: "2026-06-15"
topics: ["strategy", "business", "implementation"]
generated: "2026-08-31"
---

# Copy this prompt to fix the job posting that repels the people you need

By Kamil Banc | June 15, 2026

## Claims

1. **Prompt Rewrites Postings** (source summary): Kamil Banc published a paste-ready prompt that rewrites management job postings in minutes.
2. **Postings as Signals** (source summary): Strong candidates read job postings as signals of whether AI is core to the work.
3. **Stale Template Repels** (Kamil's interpretation): Traditional postings listing degrees, years of experience, and generic leadership skills quietly repel top operators.
4. **AI Sprinkling Fails** (Kamil's interpretation): Simply sprinkling the letters AI across a posting reassures no one and attracts the wrong crowd.
5. **Screening Starts Early** (Kamil's interpretation): The real change in hiring happens in what you screen for before anyone applies.

## Evidence

### Quote
> "A posting that ignores all of that is not neutral. To the right reader, it is a tell." - Kamil Banc

### Key Statistics
- **2 seats available**: The author reports having two open seats for 1:1 coaching, offered via an application link.
- **10 seconds**: The author claims the strongest candidates evaluate a job posting as a signal within roughly ten seconds of reading it.

## Context
This Substack post by Kamil Banc argues that AI has shifted from a pilot project to the core of how work runs, making conventional management postings (degree, years of experience, generic leadership skills) a negative signal to top operators. The author offers a paste-ready prompt for ChatGPT or Claude that rewrites management postings to screen for AI-era skills, such as rebuilding processes around agents and knowing when to distrust model output. Practitioners can apply this by auditing their own postings for AI-as-core signals rather than keyword sprinkling, and by redesigning screening criteria before candidates ever apply. The claims are practitioner judgments from a coaching-oriented newsletter rather than findings from formal research, so readers should treat them as experienced opinion. No external primary sources in the supplied link list directly substantiate the claims.

## Source
- Original: [Copy this prompt to fix the job posting that repels the people you need](https://aiadopters.club/p/copy-this-prompt-to-fix-the-job-posting)
- Cite: kbanc.com/claims-library/copy-this-prompt-to-fix-the-job-posting-that-repels-the-people-you-need