Key takeaways
- Distinguish rule-based recruiting automation from AI-generated summaries or rankings.
- Check candidate summaries against the original evidence before making decisions.
- Set controls for personal data, review and correction before introducing a tool.
A concise CV summary can save reading time, but it can also leave out the detail that makes a candidate relevant. Before using AI in recruitment, decide which task it will support and which decisions need a person to examine the evidence.
Separate administration from assessment
Scheduling messages, tracking applications and routing approvals can often be handled through ordinary rules-based automation. Generating a summary, interpreting experience or ranking a candidate involves a different kind of judgement and needs a different review process.
For a job advertisement, AI may help organise an approved brief. A recruiter should still check the responsibilities, package and requirements before the text reaches candidates. The source brief remains the reference point.
Check what a summary has left out
Consider a candidate who describes improving an invoice approval process without using the phrase “workflow automation”. A screening instruction focused only on that phrase could miss relevant experience. The assessment should look for evidence of the required work, not merely matching language.
Compare summaries with the original CV, especially where the tool marks a requirement as missing or makes an inference about seniority. Give candidates an appropriate opportunity to clarify gaps or ambiguous information.
Decide how personal data will be handled
CVs, interview notes and contact details can contain personal data. Before introducing a tool, check the purpose, access permissions, retention arrangements and supplier terms. Use only the information needed for the task.
The PCPD’s AI framework recommends risk assessment, proportionate human oversight and ongoing monitoring. Applied to recruitment, this means knowing who checks an output, how concerns are escalated and how errors are corrected.
Test the process before extending it
- Write the role criteria in clear, job-related terms.
- Try the workflow with approved test material.
- Review omissions and inconsistent treatment across different CV formats.
- Record what the tool contributes and what the recruiter must verify.
The useful measure is the quality of the final assessment and the time it takes to reach it, including review and correction. For help designing a recruitment process around the role, speak with iTalent.
Sources
Updated: 13 October 2026.