AI readiness assessment for recruitment agencies

A recruitment agency's raw material is personal information in bulk: CVs, salary expectations, reference comments, right-to-work documents, the reason someone left their last job. Add a client's confidential hiring plan and an unannounced restructure, and a single consultant's laptop holds a lot of trust. Rewriting a candidate summary or tidying a job ad with a chatbot takes seconds, which is why it is probably already happening.

Calibre Forum is an AI readiness assessment for recruitment agencies. Every consultant, resourcer and back-office person answers a short survey on their phone, in about eight minutes, about the work that fills their week and the tools they use. Owners see results as groups of three or more only. You receive a scored report with a tool register, a controls checklist and a practical roadmap.

Where AI shows up in recruitment agencies

Candidate summaries and CV formatting

Find out whether consultants paste CVs into AI to produce the client-ready summary or to reformat to your template. That puts names, contact details and employment history into a tool outside your database. Ask which accounts are used, and whether candidates were told. Also find out who checks that the summary has not invented a qualification.

Sourcing and screening

Resourcers might use AI to write search strings, rank applicants or draft outreach at volume. Find out what criteria go into those prompts and whether a person reviews the shortlist. Screening that favours or excludes particular groups can raise discrimination issues, even when nobody intended it, and clients may ask how it is done. Also find out how much of the search is fully automated rather than reviewed.

Job ads, briefs and client proposals

Business development consultants draft job ads, market updates and pitches. Find out whether client briefs, salary bands or the client's own name are going into outside tools, and whether ads are checked for unlawful requirements. Confidential searches for senior roles need particular care, because a leak can affect the client's staff and market. Also find out whether the client has agreed to any outside processing of its brief.

Compliance paperwork and onboarding

Compliance officers check identity, right to work, qualifications, licences and references before a placement starts. Find out whether those documents, or the notes about them, are summarised through AI tools, and where copies end up. Temp and contractor payroll adds bank details and tax file numbers to the pile. Also find out who has access to those copies and how long they are kept.

What puts recruitment agencies at risk

Candidate privacy and disclosure

Candidates give you information in confidence. Entering their CV into a general-purpose tool may fall outside what they expect and what your privacy collection notice says. The exposure is often unintentional: a helpful habit nobody discussed. The report shows how widespread the habit is and whether your privacy documents match what people do. Candidates tend to assume their details stay inside your database and your people.

Bias in screening and shortlisting

Using AI to rank candidates can reproduce patterns in past hiring that nobody would defend today. Anti-discrimination law applies to recruitment, and clients may ask whether automated tools shaped a shortlist. The assessment tells you whether anyone relies on a tool for judgement or only for drafting, and what human review happens. Clients may ask this question when they appoint an agency.

Client contracts and insurer questions

Terms of business and client master agreements often include confidentiality and data handling obligations. Professional indemnity and cyber insurers ask about how personal information is protected, and some states license labour hire providers. A written position on AI use, with a register of tools, is easier to defend than a general assurance. Evidence of what staff actually do carries more weight than a general assurance.