Solution / Business use case
Better employee service, with people decisions left to people.
Policy answers, onboarding support and document handling, designed with privacy and fairness in mind.
HR & People Operations
/ 01Challenge
What gets in the way today
HR teams answer the same policy questions repeatedly, chase onboarding paperwork and process documents by hand, leaving less time for work that needs human judgement.
Employment decisions are high-stakes and, in many jurisdictions, regulated when automated. AI in HR must be carefully scoped.
/ 02AI workflow
How the work flows with AI in it
Steps marked human are decision points owned by your people.
- 01
Ask
Employees ask policy and process questions in chat or the HR portal.
- 02
Answer
Answers are drawn from current policies with citations and regional variants.
- 03
Act
Routine requests such as letters or data changes are prepared through HR systems.
- 04human
Escalate
Sensitive topics route to HR professionals immediately.
/ 03Example architecture
Signals in, governed outcomes out
A typical reference design. Your version depends on your systems, data and risk appetite.
- HR policies by region
- HRIS records
- Onboarding documents
- Employee questions
- Cited policy answers
- Request preparation
- Document checks
- Sensitive-topic routing
- Strict access controls on personal data
- No automated employment decisions
- Audit logging
- Answered questions
- Prepared HR requests
- Completed onboarding records
/ 04Benefits
What changes, and how you would measure it
Faster employee answers
Common questions are answered immediately, in context, at any hour.
Smoother onboarding
Missing documents and tasks are caught early.
More time for people work
HR professionals focus on conversations that need them.
Measures we would agree with you
- Time to answer employee questions
- Onboarding completion time
- HR ticket volume by type
- Employee satisfaction with HR service
We do not quote generic improvement figures. Targets are set from your measured baseline.
Limitations to plan for
- We do not build systems that make hiring, promotion or dismissal decisions automatically.
- Employee monitoring uses are out of scope.
- Local employment law and works-council requirements must be reviewed before rollout.
/ 05Product and service match
What we would use
Product concepts
- Product conceptEnterprise Knowledge CopilotGrounded answers from your own documents and systems, with sources, permissions and clear uncertainty.
- Product conceptConversational & Voice AIChat and voice assistants that resolve routine requests and hand over cleanly to people.
- Product conceptDocument IntelligenceClassification and field extraction for contracts, invoices and forms, with validation and human review.
Services
- Service / adviseResponsible AI & GovernancePractical AI governance: policies, risk assessment and controls that teams can follow without stopping delivery.
- Service / operateSecurity, Privacy & DeploymentDeploy AI where your data rules require, with threat modelling, privacy controls and hardened infrastructure.
- Service / buildEnterprise RAG & Knowledge AIRetrieval-augmented systems that answer from your content with citations, permissions and measured quality.
/ 06Proof
Evidence
We have not yet published a verified client story for this use case. Ask us for a walkthrough of how we would approach it.
/ 07FAQ
Questions buyers ask
Can AI screen CVs?
Automated screening is a high-risk use in several jurisdictions, including under the EU AI Act. We advise caution and will only consider such work with strong governance, bias testing and legal review.
Where is employee data stored?
In your environment or your chosen region, with access limited to roles that need it.
Explore AI for hr & people operations
Bring a sample of the work: tickets, documents, requests. We will show you what is realistic and how we would measure it.