Employees deserve fast, accurate answers about leave, benefits, expense rules, and onboarding — without HR teams answering the same questions 100 times a week. This playbook scopes a domain, indexes policy, and ships a private chat.
HR partners are not search engines, but most of their inbound queries are search queries in disguise. "How many vacation days do I get in Year 3?" "What's the parental leave policy in Sweden?" "Can I expense lunch on a client visit?" VDF AI gives employees a private chat that knows the answer — and gives HR partners back their time for real people work.
Policies live in PDFs, intranet pages, HRIS UIs. Employees ask the same things. HR partners burn hours on lookups, not on people.
An HR Domain in AgentsHub scopes its tools, indexes, and agents. The Living Knowledge graph ties policy versions to effective dates. Employees ask; the assistant answers with citations.
The economic cost of HR partners answering the same policy question for the hundredth time is staggering — and the cost compounds at every reorganisation, every new geography, every benefit redesign. None of that work is what an HR partner is hired for.
VDF AI carves an HR Domain in AgentsHub, indexes policy with effective dates in the Living Knowledge graph, and ships a private chat experience employees can trust. Every answer is cited to the policy version that was effective at the time the question is asked.
Carve a domain in AgentsHub. Assign HRBP and HR-IT as owners. Define access rules.
Living Knowledge captures policy versions and validity windows. The assistant always picks the version current at the employee's location.
Balance lookup, PTO request, expense category — each is a typed tool.
System prompt: cite the policy section; never disclose another employee's data; escalate sensitive topics to HRBP.
SSO-bound, audit-logged, and energy-tracked from day one.

repeat policy questions hitting HR partners.
answers cite the policy version effective at the time.
employee data leaves the company perimeter.
Policy amendments enter the graph. SEEMR's knowledge-graph mode rebalances retrieval and routing as policies evolve.
No. Tool calls and retrieval are scoped to the requesting employee through SSO claims. The agent is structurally unable to retrieve other employees' records.
Each country is its own scope inside the HR Domain. The Living Knowledge graph captures effective dates and country tags, so the right version is retrieved per employee.
Sensitive topics route to an HRBP with a structured handover note. The agent does not attempt to resolve them.
Yes — for PTO requests, expense category questions, and address changes. Each action is a typed Custom HTTP tool with audit trail.
Re-indexing runs on a schedule per source. Major policy changes can be webhooked to trigger immediate re-indexing.
Three to four weeks for a single-region pilot; multi-region rollouts run by region after the first.
Tell us what you’re trying to achieve—governed AI Networks, enterprise RAG, deep integrations, or on‑premise deployment. We’ll help you map the right architecture, security posture, and rollout path. If you’re moving beyond AI pilots and need scalable, auditable execution, reach out—our team is ready to help.