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As of 13 August 2026, AI can only partly screen candidates against job criteria.
This still needs a person who signs their name to it.
Can you do it?
15 minutesto a draft.
30 minutesto something you’d act on.
Cost, all in£0
Skill neededchat-fluent
Who has to check ita professional
What the alternative costsManatal is purpose-built AI recruitment software with candidate scoring, enrichment and pipeline automation, but no price is provided here.
If this goes wrong: a qualified person is screened out or a discriminatory pattern enters your recruitment process, creating a serious employment and reputational problem.
What to actually do
Hand it to a person
The route this page recommends
Someone with a licence or accountable authority has to sign this before it counts.
Use a tool built for this
Second choiceDo it yourself
The distant thirdA chat interface, chat-fluent skill, and roughly 30 minutes until you can act on the result.
How to actually do it
- Open the current job description and recruitment policy, then copy the essential and desirable criteria into a separate working document.
- Remove unnecessary personal data from each application, including photographs, names, addresses and information unrelated to the selection criteria, while retaining job-relevant evidence.
- Check that every criterion is objective, necessary for the role and capable of being evidenced before pasting it into the prompt.
- Paste the prompt into a chatbot, add the job title and criteria, then submit one anonymised application at a time.
- Compare each evidence row with the original application and mark any claim the chatbot has misread, omitted or inferred.
- Ask an HR adviser or employment solicitor to check the criteria, process and any proposed rejection where discrimination, reasonable adjustments or sensitive personal data may be involved.
- Have an authorised human recruiter make and record the shortlist decision, including the evidence and human reasoning that support it.
Prompt
Act as a recruitment administration assistant, not the decision-maker. Screen the candidate information below against the objective, job-related criteria only. Do not use or infer protected characteristics, health information, disability, age, sex, race, religion or belief, sexual orientation, pregnancy, marriage or civil partnership, gender reassignment, nationality, caring responsibilities, photographs, names or addresses as selection factors. Do not guess missing information. For each criterion, produce a table with: criterion, evidence found, evidence source, meets / partly meets / not evidenced, and a short explanation. Separate essential criteria from desirable criteria. Flag ambiguous wording, inconsistent evidence, possible reasonable-adjustment issues and any criterion that may be unrelated to job performance. Do not recommend rejection solely because evidence is missing. End with a provisional evidence summary, not a hiring decision, and list the points a trained human recruiter must check before contacting candidates. Job title: [JOB TITLE] Essential criteria: [PASTE CRITERIA] Desirable criteria: [PASTE CRITERIA] Candidate information: [PASTE ONE ANONYMISED APPLICATION AT A TIME] Use only the information supplied. Do not rank candidates against one another unless I provide the same criteria and comparable evidence for every candidate. Do not invent facts, make legal conclusions or draft an automated rejection.
Open it prefilled in ChatGPT or Claude, or copy it into Gemini, which takes no prefill link.
What it gets wrong
- AI cannot decide whether a criterion is genuinely necessary for the job rather than a convenient proxy for a preferred type of person.
- AI cannot reliably identify every discriminatory pattern caused by the wording, training data or structure of the recruitment process.
- AI cannot take responsibility for rejecting a candidate or defend the employer's process if it is challenged.
- AI cannot fill gaps in an application without risking invented evidence or unfair assumptions.
- AI cannot replace the consent, data-governance and access controls required when processing candidate information.
What caps this at PARTLY: legal accountability, judgement under ambiguity and consent and privacy.
How we scored this
Five axes, each scored nought to two by hand: ten means AI carries the task cleanly, and the thresholds that turn a total into YES, PARTLY or NO are published in the methodology. Each axis name links to its definition.
| Axis | Score (0–2) |
|---|---|
| Output | 2 |
| Inputs | 1 |
| Verification | 1 |
| Liability | 0 |
| Effort delta | 2 |
| Total | 6 / 10 |
The methodology and its thresholds are published in full.
FAQ
- Can AI shortlist candidates from CVs?
- Partly. It can compare CV evidence with explicit job criteria and organise a provisional shortlist, but a human must check the evidence and make the decision.
- Is it legal to use AI to screen job applicants in the UK?
- It can create legal and data-protection risks if it uses irrelevant personal data, creates discriminatory outcomes or makes decisions without meaningful human oversight. This is not professional advice; an employment solicitor or qualified HR adviser should review a serious case.
- Can AI reject candidates automatically?
- It can be configured to filter applications, but automatic rejection is not a safe substitute for accountable human assessment. Keep a human decision-maker responsible for checking the evidence, process and any reasonable-adjustment issue.
- What information should I give AI when screening candidates?
- Give it the role's objective essential and desirable criteria and anonymised, job-relevant application evidence. Do not provide unnecessary sensitive personal data, and do not ask it to infer protected characteristics or fill gaps in a candidate's history.
Nearby answers
- Can AI compare candidates' interview performance?PARTLY
- Can AI create interview questions from a job description?YES
- Can AI detect AI-generated job applications?PARTLY
- Can AI draft candidate interview feedback?YES
- Can AI generate competency-based interview questions?YES
- Can AI make a hiring decision from interview results?PARTLY
Assessed by gpt-5.6-luna (gpt-5.6-luna) on 2026-08-13, second-checked by an independent model. Wrong somewhere? Email [email protected] and it gets re-checked.
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