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How to Write an AI Job Description That Attracts the Right People

Vague AI job posts attract the wrong candidates. Here's how to write one that filters for fit.

Elena Voss·Head of AI Delivery, Aiporate··6 min read·Share on XLinkedIn

Key takeaways

  • Lead with the problem and the first 90 days, not a wish-list.
  • Name the specific capability, not a stack of buzzwords.
  • Be honest about scope, stage and expectations.
  • A precise post filters for fit and saves screening time.

Most AI job posts are buzzword soup that attract everyone and filter no one. A sharp description leads with the problem, names the real capability, and repels the wrong fits.

What to include

  • The concrete problem this role solves.
  • What success looks like in 90 days.
  • The real must-have skills (short list).
  • Team, stage, and how decisions get made.

What to cut

  • Kitchen-sink skill lists no one meets.
  • Buzzwords with no concrete meaning.
  • Unrealistic seniority-plus-cheap expectations.
  • Vague 'rockstar' language.

Frequently asked questions

How long should an AI job description be?

Long enough to convey the problem, success criteria and real must-haves, usually concise beats exhaustive. A short list of genuine requirements filters better than a wish-list.

Should I list a salary range?

Where possible, yes, it filters for fit and builds trust. Ambiguity wastes everyone's time.

How do I attract senior AI talent?

Lead with an interesting problem and real ownership, be specific and honest, and cut the buzzwords. Strong people respond to clarity and impact.

Elena Voss

Head of AI Delivery, Aiporate

Elena has spent 12 years building and embedding AI and data teams inside B2B SaaS companies, from first pilot to enterprise-wide platform. At Aiporate she leads how forward-deployed talent is matched, onboarded and shipped to production.

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