HR Agent
Handles the HR requests that interrupt somebody all day.
What is HR agent?
An HR agent is software that answers staff questions from your own handbook, processes leave requests through your approval rules, and drives onboarding checklists to completion, escalating anything sensitive to a person before attempting a response.
HR administration arrives in small interruptions rather than large tasks. How much leave have I left, when is payday, where is the form for this, who approves that.
Each takes two minutes and none can be batched, which is what makes them expensive. The person answering never gets a clear hour.
An agent answers from your handbook and your records, processes leave through your existing approval rules, and chases new starters through onboarding until every step is done rather than presenting a checklist somebody must remember to open.
Why escalation is hard coded
Duara deploys HR agents from Nairobi for businesses where one person handles HR alongside another role and spends most of the day being interrupted.
We hard code the escalation of sensitive matters rather than leaving it to the agent judgement. Grievances, disciplinary matters and pay disputes go to a person before any answer is generated, because an automated response to a grievance is a serious problem regardless of how well written it is.
Who this is for
- One person is interrupted constantly by staff questions
- Leave requests are tracked in email
- Onboarding steps get missed
- Policy answers vary depending who is asked
Industries we serve
- Manufacturing
- Retail chains
- Hospitality groups
- Logistics operators
- Healthcare providers
- Security services
Problems this solves
These four describe an HR function whose time goes to interruption rather than to work that needs judgement.
- Constant small interruptions. Questions arrive one at a time and cannot be batched, so the person answering never gets an uninterrupted hour.
- Leave managed in email. Requests, approvals and balances live in inboxes, so answering a balance question requires a search rather than a lookup.
- Onboarding steps quietly missed. Accounts, equipment, documents and induction happen inconsistently because nobody is driving the full list.
- Inconsistent policy answers. The same question receives different answers depending on who is asked and how recently they read the handbook.
What we deliver
Staff questions answered from your handbook with the source shown, leave processed through your rules, onboarding driven to completion, and every sensitive matter escalated before an answer is attempted.
Policy questions answered from your own handbook
Leave requests processed through your approval rules
Onboarding checklists driven to completion
Sensitive matters escalated to a person immediately
A record of what was asked and what was answered
Reporting on the questions staff ask most
Features
- Hard coded escalation. Grievances, disciplinary matters and pay disputes route to a person before any answer is generated, rather than relying on judgement.
- Answers only from your handbook. Nothing is answered from general knowledge, so staff never receive guidance that contradicts your actual terms.
- Balances read from your HR system. Leave figures come from the authoritative record rather than a copy that can drift out of date.
- Onboarding chased, not listed. The agent pursues outstanding steps rather than presenting a checklist somebody has to remember to open.
- Source shown with every answer. Staff can see which policy section an answer came from, which is what makes it trusted.
Benefits
- HR gets uninterrupted time. Routine questions are absorbed, which returns the function to work that genuinely needs a person.
- Consistent policy answers. The same question receives the same answer regardless of who asks or when.
- New starters begin properly. Nothing is missed on day one, which measurably affects how quickly somebody becomes productive.
- Staff get answers immediately. A leave balance question is answered at eleven at night rather than waiting for the office to open.
Technologies we use
- Handbook retrieval. Answers drawn only from your policy documents, with the section shown so staff can verify.
- HRIS integration. Live connection to your HR or payroll system so leave balances are authoritative.
- Approval routing. Leave requests routed through your existing rules, including cover for absent approvers.
- Topic detection for escalation. Sensitive subjects identified and routed before any response is generated.
- Onboarding workflow. Each joining step assigned an owner and a due date, with the agent chasing whoever is outstanding until the list clears.
The escalation boundary is the part that matters most. Everything else is convenience; getting a grievance in front of a person is not.
How the process works, step by step
An HR agent usually goes live in four to five weeks, with escalation rules configured and tested before staff access is opened.
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Step 1
Free interruption review
We establish which questions arrive most often and how much time they currently consume.
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Step 2
Escalation rules first
Sensitive topics and their routing are defined and tested before anything else is built.
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Step 3
Handbook ingestion
Policy documents are brought in, and gaps where no policy exists are reported rather than filled.
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Step 4
Leave and balances connected
HR system integration so balances are read from the authoritative source.
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Step 5
Staff access opened
The agent goes live for staff, with the question log reviewed weekly at first.
Quality assurance and how we work
The commitments attached to an agent that staff will treat as speaking for the employer.
- Sensitive matters escalate before any answer. Grievances, disciplinary issues and pay disputes reach a person first. This is hard coded rather than left to judgement.
- Escalation is built before anything else. Those rules are configured and tested before staff access is opened, not added afterwards.
- Answers come only from your handbook. Nothing is answered from general knowledge, because guidance contradicting your terms creates a real employment problem.
- Policy gaps are reported, not filled. Where no policy exists the agent says so rather than inventing a reasonable sounding answer.
- Staff data stays in your systems. Personnel records are read in place, never copied out, and no employee information reaches a public model.
Frequently asked questions about HR agent
Does it handle grievances or complaints?
No. Grievances, disciplinary matters and pay disputes escalate to a person before any answer is generated, and that routing is hard coded rather than left to judgement.
Why hard code the escalation?
Because an automated response to a grievance is a serious problem regardless of how well written it is. It is too important to depend on the agent judging correctly.
Where do answers come from?
Your own handbook and policy documents only, with the section shown so staff can verify what they were told.
What if no policy covers a question?
The agent says so rather than inventing a reasonable sounding answer, and the gap is reported so you can decide whether to write one.
Can it handle leave applications?
Yes, through your existing approval rules, with balances read live from your HR system rather than a separate copy.
Will it read balances from our HRIS?
Yes, to the common HRIS and payroll platforms, so leave figures are authoritative rather than duplicated.
How long before staff can start asking it things?
Four to five weeks, with escalation rules configured and tested before staff access is opened at all.
Will staff trust it?
Showing the policy section behind each answer is what produces trust. An answer staff cannot verify gets checked with a person anyway.
Can it help with onboarding?
Yes, by chasing outstanding steps to completion rather than presenting a checklist somebody has to remember to open.
Is employee data kept private?
Records stay in your HRIS, access is limited to what a query requires, and nothing is used to train public AI models.
Can staff ask it questions in Swahili?
Yes, which matters for operational and field staff who may be more comfortable asking in Swahili.
Can it answer questions about pay?
General questions about pay dates and process, yes. Anything disputing an individual payment escalates to a person.
Does it answer staff at night?
Staff get answers immediately, which is much of the value. A leave balance question at eleven at night does not wait for the office.
Does it make employment decisions?
No. It answers, processes routine requests and chases steps. Every decision affecting somebody employment stays with a person.
Will it reduce HR headcount?
It removes interruptions rather than roles. Most clients use the recovered time for work that was being postponed.
Can managers use it too?
Yes, and manager questions about process and approval routes are among the most common uses.
What if the handbook is out of date?
That surfaces immediately, because the agent answers from it. Several clients have used the question log to prioritise a handbook rewrite.
How do we know what staff are asking?
The question log is reported, which usually reveals policy gaps nobody had noticed.
Can it handle multiple locations or entities?
Yes, with different policies applied by location or entity where terms genuinely differ.
What does an HR agent cost per month?
Staff numbers and question volume determine it, quoted from your own figures before anything is agreed.
Glossary of terms
HR terms as used in this work.
- HRIS
- The human resources information system holding employee records, leave balances and payroll data.
- Escalation boundary
- The defined line beyond which a matter must go to a person rather than being answered automatically.
- Onboarding
- The full sequence of steps required to bring a new employee into the business properly.
- Leave balance
- The remaining entitlement an employee has, which must be read from the authoritative system.
- Grievance
- A formal complaint raised by an employee, which must always reach a person.
- Policy gap
- A question staff ask that no existing policy document answers.
Related services in AI Agents
Talk to us about HR agent
Ask whoever handles HR to note every interruption for one week. That list defines the scope more accurately than any specification.
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