Vacancy intake
Turns a request into requirements, questions and approvals, flagging ambiguous or potentially exclusionary criteria.
Structured extraction, rules and inclusive templatesResponsible AI for people teams
AI for human resources and recruitmentMore consistent recruitment without automating decisions about people
Support tools can organise applications, interviews and communications under documented criteria and human review.
INDUSTRY CONTEXT
Where AI can add value in human resources and recruitment.
Recruitment teams coordinate vacancies, consent, CVs, interviews and assessments across many participants. Automation can organise that flow and reduce waiting without assigning opaque scores to an individual.
AI can summarise information relevant to explicit requirements, draft communications and check process consistency. Hiring, rejection, promotion, compensation and every employment decision remain with authorised professionals.
POSSIBLE APPLICATIONS
What can be built technically.
Each application should be validated against the process, available data and the organisation's actual risk.
Application organisation
Extracts stated experience against explicit requirements without inferring sensitive traits or deciding progression.
Document analysis with data minimisationInterview guides
Proposes behavioural questions and a shared rubric linked to approved competencies.
Template-based generation and competency catalogueInterview notes
Summarises consented notes, separates observations from interpretations and returns the draft to the interviewer.
Optional transcription, extraction and approvalDiary coordination
Finds slots, sends reminders and handles changes across time zones and preferences.
Calendar and messaging automationProcess audit
Shows elapsed time, skipped steps and inconsistent rubric use for HR review.
Process analytics and fairness controlsTECHNICAL WORKFLOW
Transparent assistance at each stage
The system organises evidence; trained people assess context and make decisions.
- 01
Agree
Validate requirements, criteria, owners and the basis for processing personal data.
- 02
Coordinate
Centralise applications, diaries and communications with visible status.
- 03
Document
Prepare summaries and rubrics that expose sources, omissions and corrections.
- 04
Decide
A panel or owner reviews the evidence and records the decision and rationale.
INTEGRATIONS
Work with the existing operation.
The architecture adapts to each provider's APIs, permissions and limits. These are common tools and categories that would need validation.
- Workday
- SAP SuccessFactors
- Greenhouse
- Personio
- LinkedIn Recruiter
- Microsoft 365
- Google Workspace
CONTROL
Automate without losing accountability.
- No inference of age, health, ethnicity, gender, emotion or other sensitive attributes.
- Regular bias testing, least-privilege access and defined retention and deletion periods.
- Hiring and employment decisions are exclusively human, with a route for review and correction.
FIRST PILOT
A small scope that can be measured.
A safe pilot could cover coordination and interview-guide preparation for one job family. Across three processes, the team records elapsed time, diary changes, note corrections and rubric completion; the system neither ranks candidates nor recommends hiring or rejection.
Questions about AI for human resources and recruitment
What can AI automate in human resources and recruitment?
A sensible starting point is repetitive, verifiable work such as vacancy intake, application organisation, interview guides. Scope depends on available data, current tools and required controls.
Do existing systems need to be replaced?
Not necessarily. A pilot can connect to systems such as Workday, SAP SuccessFactors, Greenhouse, Personio and initially be limited to reading, preparing or proposing actions before automatic writes are allowed.
How is human oversight maintained?
No inference of age, health, ethnicity, gender, emotion or other sensitive attributes. Regular bias testing, least-privilege access and defined retention and deletion periods. Hiring and employment decisions are exclusively human, with a route for review and correction.
How is the first pilot approached?
A safe pilot could cover coordination and interview-guide preparation for one job family. Across three processes, the team records elapsed time, diary changes, note corrections and rubric completion; the system neither ranks candidates nor recommends hiring or rejection.