Industry · HR & workforce

AI across the employee lifecycle — self-scoped and auditable.

From self-serve policy answers to people analytics, agents read only what the user is allowed to see, keep humans in the loop on decisions, and expose aggregates without leaking individual rows.

How the governed layer helps

Control is the default here.

HR is broader than recruiting. The governed layer spans employee self-service, people analytics, and structured screening — each with boundary enforcement so an employee can never read a colleague’s data, and each write approval-gated and audited.

Candidate screening is the platform’s fully worked reference workflow — discover, parse, score against a rubric, match, and render explainable cards — framed as human-in-the-loop, with shortlisting gated behind an approval. It is one example here, not the headline.

People analytics returns aggregates only — department-level headcount and attrition tables with no individual records exposed — scoped to the user’s permissions and provenance-stamped.

Every action an agent takes here runs through the same gate: least-privilege permissions, policy and an audit trail, with the sensitive steps held for human approval. The controls behind it are set out on the security and data-handling page.

Example agents & workflows

What it looks like in practice.

Illustrative examples of what a host would configure — tool ids and risk levels are the host’s to define. The primitives underneath are built and tested.

Example

Candidate screening (reference workflow)

A comparison card lines each applicant up against the rubric with a provenance line; shortlisting stops at an approval. This ATS example is one slice, not the product.

Example

Employee policy & benefits Q&A

An agent reads this employee’s leave balance and policy references; ask for a colleague’s balance and it’s refused at the boundary.

Example

Headcount & attrition report

Specialist agents return a department-level attrition table with no PII rows — aggregates only, permission-scoped and audited.

See governed AI for HR & workforce.

Book a demo and we’ll tailor the walkthrough to your sector — the governance model, the two-seam integration, and an example close to your systems.