Claims Library Entry
Copy this prompt to fix the job posting that repels the people you need
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.
Published June 15, 2026 by Kamil Banc
Lead claim
Your job posting is a signal: strong AI-era candidates read it in ten seconds and decide instantly.
Atomic Claims
What this article supports
Copy individual claims as needed.
Claim 1 · Source summary
Prompt Rewrites Postings
Kamil Banc published a paste-ready prompt that rewrites management job postings in minutes.
Claim 2 · Source summary
Postings as Signals
Strong candidates read job postings as signals of whether AI is core to the work.
Claim 3 · Kamil's interpretation
Stale Template Repels
Traditional postings listing degrees, years of experience, and generic leadership skills quietly repel top operators.
Claim 4 · Kamil's interpretation
AI Sprinkling Fails
Simply sprinkling the letters AI across a posting reassures no one and attracts the wrong crowd.
Claim 5 · Kamil's interpretation
Screening Starts Early
The real change in hiring happens in what you screen for before anyone applies.
Evidence
Context behind the claims
Quote
"A posting that ignores all of that is not neutral. To the right reader, it is a tell."
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.
Supporting 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.
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Individual Claim
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"[claim text]" (Banc, Kamil, 2026, https://kbanc.com/claims-library/copy-this-prompt-to-fix-the-job-posting-that-repels-the-people-you-need)Original Article
Use this when you want to cite the full newsletter article at AI Adopters Club rather than the structured claims page.
Banc, Kamil (2026, June 15, 2026). Copy this prompt to fix the job posting that repels the people you need. AI Adopters Club. https://aiadopters.club/p/copy-this-prompt-to-fix-the-job-postingClaims Collection
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Banc, Kamil (2026). Copy this prompt to fix the job posting that repels the people you need [Structured Claims]. Retrieved from https://kbanc.com/claims-library/copy-this-prompt-to-fix-the-job-posting-that-repels-the-people-you-needAttribution Requirements
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