{
  "slug": "copy-this-prompt-to-fix-the-job-posting-that-repels-the-people-you-need",
  "title": "Copy this prompt to fix the job posting that repels the people you need",
  "date": "2026-06-15",
  "featuredClaim": "Your job posting is a signal: strong AI-era candidates read it in ten seconds and decide instantly.",
  "description": "Kamil Banc shares a prompt for ChatGPT or Claude that rewrites management job postings to screen for AI-era skills. The article explains why traditional postings signal to top candidates that a company treats AI as someone else's problem, causing them to close the tab.",
  "keyPoints": [
    "A paste-ready prompt rewrites any management posting in minutes to reflect AI-era work",
    "Strong candidates read job postings as signals of whether AI is core to the work",
    "Traditional postings (degree, years of experience, generic leadership skills) quietly repel the best operators",
    "Simply sprinkling 'AI' into a posting doesn't work; the real change is in what you screen for"
  ],
  "topics": [
    {
      "id": "strategy",
      "slug": "ai-strategy",
      "label": "AI Strategy",
      "description": "Strategic planning and implementation approaches for AI adoption"
    },
    {
      "id": "business",
      "slug": "ai-business-applications",
      "label": "Business Applications",
      "description": "Real-world business use cases and applications"
    },
    {
      "id": "implementation",
      "slug": "ai-implementation",
      "label": "Implementation",
      "description": "Hands-on implementation techniques and frameworks"
    }
  ],
  "claims": [
    "Kamil Banc published a paste-ready prompt that rewrites management job postings in minutes.",
    "Strong candidates read job postings as signals of whether AI is core to the work.",
    "Traditional postings listing degrees, years of experience, and generic leadership skills quietly repel top operators.",
    "Simply sprinkling the letters AI across a posting reassures no one and attracts the wrong crowd.",
    "The real change in hiring happens in what you screen for before anyone applies."
  ],
  "claimTitles": [
    "Prompt Rewrites Postings",
    "Postings as Signals",
    "Stale Template Repels",
    "AI Sprinkling Fails",
    "Screening Starts Early"
  ],
  "originalUrl": "https://aiadopters.club/p/copy-this-prompt-to-fix-the-job-posting",
  "claimProvenance": [
    "source-summary",
    "source-summary",
    "author-interpretation",
    "author-interpretation",
    "author-interpretation"
  ],
  "quote": "A posting that ignores all of that is not neutral. To the right reader, it is a tell.",
  "keyStatistics": [
    {
      "stat": "2 seats available",
      "context": "The author reports having two open seats for 1:1 coaching, offered via an application link."
    },
    {
      "stat": "10 seconds",
      "context": "The author claims the strongest candidates evaluate a job posting as a signal within roughly ten seconds of reading it."
    }
  ],
  "supportingContext": "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.",
  "canonicalUrl": "https://kbanc.com/claims-library/copy-this-prompt-to-fix-the-job-posting-that-repels-the-people-you-need",
  "markdownUrl": "https://kbanc.com/md/claims-library/copy-this-prompt-to-fix-the-job-posting-that-repels-the-people-you-need.md",
  "jsonUrl": "https://kbanc.com/api/claims/copy-this-prompt-to-fix-the-job-posting-that-repels-the-people-you-need.json",
  "source": {
    "publisher": "AI Adopters Club",
    "title": "Copy this prompt to fix the job posting that repels the people you need",
    "url": "https://aiadopters.club/p/copy-this-prompt-to-fix-the-job-posting"
  }
}