AI in law firm recruitment: questions to ask before using a tool
Updated: 12 hours ago
Before introducing an AI recruitment tool, a law firm should understand what decision it influences, what information it uses and who remains accountable. A tool that helps draft an advert is different from one that ranks or rejects applicants. Start with the use case rather than a supplier’s claim that the product is intelligent or unbiased.
Why this deserves attention
The Workplace Relations Commission’s AI Act information identifies recruitment-related AI as an area that can involve high-risk systems and describes its regulatory role. Classification and obligations depend on the system and use. This briefing is a practical supplier checklist, not a determination that a particular product complies with the law. Check the current official guidance and obtain advice for the proposed deployment.
Ask what the tool actually does
Does it draft wording, summarise a CV, rank applicants or recommend rejection? Can it prevent a candidate reaching a human reviewer? Ask for a demonstration using fictional applications with known differences. Establish which features are optional and whether a future software update can change the decision process.
Ask what evidence supports the claims
Request evidence relevant to the roles you recruit for. A generic claim of accuracy does not show that a system can assess solicitor judgment or legal support experience. Ask how errors are identified, how performance is monitored and how different candidate groups were considered. Treat unsupported promises of bias-free hiring with caution.
Keep an accountable human review
Name the person responsible for each decision. Review the underlying application rather than relying entirely on an AI summary, which can omit context or introduce mistakes. Record the job-related evidence supporting progression or rejection. Make sure a reviewer has the time, information and authority to disagree with a recommendation.
Clarify information handling before uploading CVs
Ask where candidate information goes, who can access it, how long it is retained and whether it is used to train models. Review the contract and the firm’s candidate information arrangements before use. Do not paste CVs, interview notes or confidential client material into a general tool simply because it is convenient.
A lower-complexity starting point
Use fictional material to test drafting an advert or generating an interview agenda, then have a responsible person review every output. Check that the final text accurately describes the job and contains no invented benefits or unnecessary requirements. Keep selection criteria and hiring decisions grounded in evidence about the advertised role.
Before approving the supplier
Write down the approved purpose, prohibited uses, reviewer, information controls and review date. Confirm how you can stop using the product and retrieve or delete relevant information. Revisit the decision when the product or hiring process changes. This article does not claim that Pembroke Legal uses automated applicant ranking.
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