Solution

Stop Answering
the Same Fifty
Questions.

A lean HR team should not spend its week answering questions a document already answers. An HR knowledge agent deflects the repetitive volume so your team gets to the work that needs them.

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~57%
of HR time spent on administrative work, much of it repetitive questions
Deloitte / AIHR
1.7
HR staff per 100 employees; the lean ratio the question flood lands on
SHRM benchmark
40-60%
of routine questions a grounded agent can deflect
Zendesk / Moveworks, 2025
The Problem

Repetitive Questions Are a Tax on Your Best People

A small HR team carries a steady stream of the same questions: leave, benefits, payroll, onboarding, where is the policy. Each is quick, but in aggregate they are a tax that keeps HR in reactive mode and out of strategic work.

The questions spike predictably, at open enrolment, at quarter end, at onboarding waves, exactly when HR is already stretched. Hiring to absorb the spikes is expensive and slow.

Deflection changes the math. A grounded agent answers the repetitive Tier-0 and Tier-1 questions, so HR handles only what needs judgement, and the team scales without scaling headcount.

Tier 0/1

The high-volume, repetitive questions, policy, benefits, leave, are exactly what a grounded agent absorbs first and best.

Gartner / Moveworks
The Questions That Flood In
  • Leave, vacation, and time-off rules
  • Benefits coverage and enrolment windows
  • Payroll, pay dates, and shift differentials
  • Onboarding steps, forms, and access
  • Where is the policy on this?
  • Who do I contact about that?
Where the Volume Goes

Five Categories That Drive Most HR Tickets

Deflection works because HR question volume is concentrated. Cover these five categories well and you take the largest bite out of the queue.

01

Leave and time off

Notice rules, balances, and entitlements, answered from policy for the asker's situation.

02

Benefits

Coverage, eligibility, and enrolment windows, the perennial open-enrolment spike.

03

Payroll and pay

Pay dates, differentials, and deductions questions that do not need a person.

04

Onboarding

First-week steps, forms, and access requests for every new hire.

05

Policy lookups

Where is the policy, what does it say, answered with the source instead of a hunt.

How Deflection Works

Answer Once, Reuse Forever

The agent answers the repetitive questions directly from your policy, so they never reach a person. The questions that do need judgement still go to HR, with the easy volume already cleared out of the way.

  • Repetitive questions answered automatically
  • Judgement cases still routed to HR
  • Spikes absorbed without new hires
  • Consistent answers across the team
How to Measure It

Prove the Time You Got Back

We baseline your question volume, track what the agent deflects, and convert it to hours and dollars, so the reduction is visible to HR and to Finance, not just felt.

  • Baseline current question volume
  • Track deflected questions
  • Convert to hours and dollars
  • Report to HR and Finance

Take the Repetitive Volume Off Your Team.

We will baseline your question load and stand up an agent to deflect it. Start with a discovery call.

Book a Discovery Call