Recruitment & staffing
AI agents for Recruitment & Staffing
Screen, schedule, and keep candidates warm — with the hiring call always human.
Hiring is buried in volume work. A single role draws hundreds of resumes and the good ones in the back of the pile get missed; candidates who reach the interview stage need scheduling; people left in silence between stages drop out; every debrief needs writing up before it's forgotten. It is a lot of repetitive coordination around a decision that must stay human — and that is exactly the split an agent should respect.
The configurations below are examples of how Orkivanta's agents take on the volume — reading every resume with a written reason, booking interviews, keeping candidates informed, writing up the debrief — while the hiring decision and its accountability stay with a person. Screening is where bias creeps in and fairness is easiest to lose, so nothing here auto-rejects to zero human involvement. Treat these as patterns to adapt, not as client results.
How an Orkivanta agent works
A bounded workflow loop, not a chatbot.
Every configuration below runs the same shape of work. It starts from a real event in a system you already use, takes a small set of actions you approved in advance, records the decision it made, and hands off to a named person the moment it reaches the edge of its authority. It is not a general assistant you chat with, and it is not left to improvise on your customers.
A real trigger
The loop starts from something your systems already record — a new lead, an overdue invoice, an inbound message, a missed appointment — not from someone opening a chat window.
Approved systems only
It acts through the tools you connected and nothing else: your CRM, your calendar, your order system. It cannot reach for data or send a message outside that boundary.
Visible decisions
Every action is logged with the reason behind it, so a supervisor can read back what happened and why. There is no black box to take on faith.
Human escalation
When a case is ambiguous, sensitive, or outside its rules, it stops and routes the full context to the named owner. Escalation is the design, not a failure.
Example configurations
What we would put into production.
Each card is a worked example, not a published result. Tune the trigger, the rules, and the escalation to your own process.
Resume screening support
- Trigger
- Applications arrive for an open role.
- Automated action
- The Resume Screening Agent reads each against the role spec, ranks them with a written reason, and hands a shortlist to the recruiter — never a silent reject.
- Human owner
- Recruiter — reviews the shortlist and every reason.
- When not to automate
- It shortlists; it does not hire or auto-reject to zero human involvement. The decision, and the accountability, stay with a person.
Candidate scheduling
- Trigger
- A candidate reaches the interview stage.
- Automated action
- The Calling Agent offers slots, books into the interviewer's calendar, and sends reminders to cut no-shows.
- Human owner
- Recruiting coordinator.
- When not to automate
- Scheduling only. It does not assess or interview the candidate.
Candidate status updates
- Trigger
- A candidate's stage changes, or a role closes.
- Automated action
- The Employee Productivity Agent sends the pre-approved update so people aren't left in silence, and logs it.
- Human owner
- Recruiter.
- When not to automate
- Pre-approved status messages only — no offer terms, and no rejection reasoning beyond what you have cleared.
Recruiter follow-up
- Trigger
- An intake call or an interview debrief ends.
- Automated action
- The Meeting Agent captures the decisions and next steps, drafts the follow-up, and updates the ATS.
- Human owner
- Recruiter — approves before anything sends.
- When not to automate
- It records and drafts; the assessment of a candidate is never the agent's to make.
The loop, step by step
Trigger, action, record, handoff.
The trigger is caught
Applications arrive, a candidate reaches interview stage, or a debrief ends. The loop starts from your ATS, so screening and scheduling begin without a recruiter having to work the pile by hand.
One bounded action
The agent reads and ranks resumes with a reason, offers and books interview slots, sends a pre-approved status update, or writes up a debrief — through your ATS and calendar, within your rules.
The decision is recorded
Every ranking carries a written reason, every message and booking is logged, so a recruiter reviews a documented shortlist and a rejection can always be explained after the fact.
It hands off to a person
The shortlist, and every hiring or rejection decision, goes to the recruiter. The agent surfaces and organises; the assessment of a candidate is never its call to make.
The agents behind it
Same products, arranged for Recruitment.
Recruiting · Resume screening
AI Resume Screener
Ranks inbound resumes with reasons a human can check.
See AI Resume ScreenerVoice · Outbound & inbound
AI Voice Dialer
Makes and takes calls, qualifies leads, and scores intent.
See AI Voice DialerMeetings · Notes & follow-up
AI Meeting Notes Agent
Joins calls, captures decisions, and closes the loop after.
See AI Meeting Notes AgentYou stay in control
You set the role spec the agent screens against and the messages it may send, and the hiring decision sits outside its authority by design. It never auto-rejects a candidate without a reason a human can read, and it never sends offer terms or rejection reasoning you have not cleared. Screening surfaces candidates for review; a person decides.
Every ranking is written out and logged, so a shortlist is auditable and a candidate who asks why can be answered. This matters most exactly where the risk is highest — bias and unfair outcomes take hold in screening — which is why hiring accountability stays with your recruiter, with the agent giving them a defensible, documented starting point rather than a black-box verdict.
Rollout is incremental. Run the screening agent alongside your recruiters first, compare its shortlist and its written reasons against their own read, and lean on it more only once its judgement holds up on your roles. The role spec it screens against is yours to set and revise, candidate messages are pre-approved, and a recruiter can override any ranking. The point is a faster, more consistent first pass — with a person's judgement still deciding who moves forward.
When not to automate this
The hiring decision — and the responsibility for it — is always a person's, because screening is exactly where bias creeps in and hiring accountability matters most. These agents remove the volume work around hiring: reading every resume, booking interviews, keeping candidates informed, writing up debriefs. If you want a tool that rejects candidates with no human in the loop, we will not build it. The point is a faster, more consistent, more defensible process — not an unaccountable one.
Will it reach production on your workflow?
Score your workflow first, or estimate what it would cost. The readiness test is six questions, the result is immediate, and it will sometimes tell you not to hire us.