What AI actually does here
- Drafts job adverts and checks them for jargon and exclusionary wording.
- Creates structured interview questions and scoring guides tied to the role.
- Drafts candidate emails such as acknowledgements and interview invitations.
Tools to look at
- General assistants (ChatGPT, Claude, Gemini)
- Applicant tracking systems with AI features. Check them against the ICO’s recommendations before buying.
Named tools are examples, not endorsements. We have no paid relationships with them at the moment; see our disclosure.
What you need first
- The ICO’s 2024 audit of AI recruitment tools found problems including tools that let recruiters filter out people with protected characteristics, and collected more personal data than needed. Read its recommendations first.
- A data protection impact assessment if AI will process candidates’ personal data.
- Candidates told clearly if and how AI is used.
How to measure ROI
- Hours per hire spent on admin.
- Time from advert to shortlist.
- Diversity of applicants and candidate feedback, so efficiency doesn’t cost fairness.
Run the numbers in the ROI calculator →
What the evidence says
The ICO made 296 recommendations to AI recruitment tool providers in its audit outcomes report (November 2024).
Ready-to-use prompt
Replace the [BRACKETS]. Only paste data you’re allowed to share with the tool you’re using.
View promptWrite a job advert for a [ROLE] at [BUSINESS], a [type of business] in [LOCATION].
Write a job advert for a [ROLE] at [BUSINESS], a [type of business] in [LOCATION].
Key responsibilities: [list]
Must-have skills: [max 5]
Salary: [£ range] Hours/location: [details]
Use plain British English, avoid jargon and gendered or age-coded language, and keep "must-haves" genuinely essential.
Then give 6 structured interview questions linked to the must-haves, each with what a strong answer looks like.Sources
- ICO, "AI in recruitment" audit outcomes report (November 2024) Regulator report
- ICO, Guidance on AI and data protection Regulator guidance
Last updated . Spotted something out of date? Email support@aiforthisjob.com. How we research and check playbooks.