How a Sydney Recruitment Agency Uses AI to Screen CVs and Draft Job Ads

Composite case study based on real patterns from Australian recruitment agencies using AI. Names are illustrative.

Angela runs a specialist recruitment agency in Sydney, 6 consultants, focused on finance and accounting placements across NSW. High volume, time-sensitive, competitive market. The manual work of CV screening, job ad writing, and candidate communications was eating into the time her consultants should be spending on relationships. Here’s how AI changed the workflow.

CV Screening and Ranking

A typical role generates 40-100 CVs within 48 hours of posting. Manually reading each one to build a shortlist was taking consultants 3-4 hours per role. Angela’s team now pastes the job description and CV content into Claude (better for longer document analysis) with a structured ranking prompt:

“You are a recruitment consultant screening candidates for an Australian finance role. Job requirements: [paste JD]. Below are [X] candidate CVs. For each candidate, provide: 1) A match score out of 10, 2) Top 3 strengths relative to the role, 3) Top 2 gaps or concerns, 4) A one-sentence recommendation (proceed/hold/decline). Be direct and consistent across all candidates.”

The AI produces a structured assessment of every candidate in minutes. Consultants review the output: they don’t blindly follow it: but the time from 100 CVs to a shortlist of 8-10 dropped from 4 hours to 45 minutes.

Job Ad Writing

Writing compelling job ads that attract the right candidates: not just any candidates: is genuinely skilled work. Angela’s consultants used to spend 30-45 minutes per ad. Now they brief ChatGPT with the role specifics and get a structured draft with a compelling headline, role overview, responsibilities, requirements, and a culture/benefits section. Time per ad: 15 minutes including review and edit.

The agency also uses AI to create gender-neutral, inclusive language versions of job ads: something clients increasingly require and that used to need specialist review.

Candidate Outreach and Comms

Reaching out to passive candidates on LinkedIn, keeping unsuccessful applicants warm, sending role updates: all templated and drafted with AI, personalised by the consultant before sending. Candidate feedback on the quality of communication has improved.

Interview Prep Guides

The agency provides shortlisted candidates with interview preparation guides: company background, likely question areas, what the hiring manager cares about. These used to take 30-45 minutes to write per candidate per role. Now ChatGPT produces a draft in minutes from a role briefing. The guides are a genuine differentiator: candidates comment that other agencies don’t do this.

What They’re Careful About

The agency does not allow AI to make final hiring recommendations to clients: that’s the consultant’s professional judgement. They also comply with Australian anti-discrimination laws: no prompts that reference age, gender, ethnicity, or protected attributes. All AI outputs are reviewed by a human before use. The Fair Work Act and Age Discrimination Act still apply, regardless of whether AI produced the draft.

The Numbers

• Claude Pro: ~AU$28/month
• ChatGPT Plus (team): ~AU$168/month (6 users)
• Total: ~AU$196/month
• CV screening time per role: 4 hours to 45 minutes
• Roles processed per consultant per week: up from 4 to 6-7

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📖 Related: Full AI guide for HR and recruitment | AI for hiring in Australian small business

Related Reading

• AI for HR and Recruitment Consultants
• AI for Hiring in Australian Small Business
• Fair Work and AI in Australia
• AI for Job Ads

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