
AI Lead Qualification Agent for Recruitment
Applicants get a consistent screening conversation and hiring-company enquiries get qualified, so recruiters start from a scored shortlist.
Each job advert brings more applicants than your recruiters can speak to, and the first five minutes of every call cover the same questions. This agent screens inbound candidates against each role's must-haves, asking about availability, notice period, location, pay expectations and skills. It also qualifies hiring companies on their own path, and writes every score and its reasoning into your ATS.
- Every applicant screened against the role's must-haves, consistently
- Hiring-company enquiries qualified on their own path
- Scores and reasoning recorded in your ATS or CRM

What it is
AI Lead Qualification Agent for Recruitment screens inbound candidates against each role's criteria, asking about availability, notice period, location, pay expectations and must-have skills, and separately qualifies companies enquiring about hiring. Scores and reasoning go into your ATS or CRM.
Why businesses buy it
Recruitment is a race. The agency that screens and submits strong candidates first usually makes the placement, but recruiters spend hours on repeat screening questions and client enquiries get buried under applications. This agent gives every applicant a fair, consistent first conversation, records the answers properly and lifts new client enquiries out of the noise. Recruiters start each day from a scored shortlist and spend their time on candidates and clients who can place. The roles, paths and systems are written on the Scope Card before you order.
Problems this solves
Consultants screen candidates who lack the role's must-have skills
The agent screens inbound candidates against each role's criteria. It asks about availability, notice period, location, pay expectations and must-have skills before a consultant gets involved.
Hiring enquiries from new clients get mixed in with applications
Companies enquiring about hiring are qualified separately from candidates. Your business development team sees new client enquiries apart from the application flow, with the hiring need captured.
Screening notes sit in inboxes instead of your ATS
Scores and reasoning go straight into your ATS or CRM. Consultants find each screened candidate or client enquiry on the record, with the answers attached.
A good fit if
Not the right fit if
How it works
- An application, a registration form or a candidate's reply to an advert starts a short screening conversation on the one channel you choose.
- It checks the ATS first, so a candidate already on file is recognized and is not asked again for details you hold.
- It asks the screening questions set for that role, such as availability, notice period, location, pay expectations and the must-have skills or qualifications.
- Each candidate is scored against the role criteria and the answers, score and reasoning are written to their ATS record for the recruiter.
- Enquiries from companies looking to hire take a separate path: role type, number of hires, location and timing, scored and passed to whoever wins new clients.
- Recruiters decide what happens next. Your approval rules say whether low scores get a polite decline or a human review, and strong candidates can be offered interview times if a calendar is connected.
What you provide within 72 hours
Your portal lists these the moment you order. Delivery starts the working day after everything is in and your access is checked.
- Admin access to your ATS, such as Bullhorn, Greenhouse or Workable, with test records if available.
- The screening criteria for your common role types, including what rules a candidate out.
- Job descriptions or a sample set of adverts the agent may refer to.
- Ten real candidate conversations or emails, plus a few client hiring enquiries.
- The recruiter who reviews borderline candidates and the person who handles new client enquiries.
- Calendar access if interview slots should be offered, shared securely and never by email.
- One decision-maker who signs off questions, scoring and decline wording.
- An API key for your own AI model account (for example OpenAI or Google Gemini), created for this build with a spending limit.
Timeline
| Option | Delivery time | Price |
|---|---|---|
| Standard | 20–30 working days | $4,900 |
| Express | 15–25 working days | $5,750 |
| Rush | 10–20 working days | $6,600 |
What you receive at handover
- The AI Lead Qualification Agent for Recruitment, screening candidates and client enquiries
- A Recruitment intent library and workflow templates for candidate and client conversations
- Connections to up to two agreed systems, such as your ATS and CRM
- A test report built on recruitment scenarios
- An admin guide and recorded handoff session
- 30 days of post-launch support
Expected benefits and how to measure them
- Can cut consultant time on first-round screening
- Helps new client enquiries reach business development quickly
- Makes screening results easy to find in your ATS
- Shortlisted candidates who reach interview
- Compare shortlist and interview counts in your ATS for roles filled before launch and after.
- Consultant time on initial screening
- Ask consultants to estimate weekly screening hours before launch and after a month.
- Client enquiries that become job orders
- Track new client enquiries and resulting job orders in your CRM, quarter on quarter.
Before you start: Record weekly screening hours and last quarter's client enquiries and job orders. Note your current shortlist-to-interview ratio.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
Running costs
The build is a single payment. Running it costs roughly $50 to $250 a month for AI model usage and hosting, charged to your own accounts, plus the ATS or CRM plan you already use.
AI usage during the build and testing is billed to your accounts too, so the agency keeps every provider account in its own name.
Ask about running costsCustom requirements
If you recruit across many sectors and need more than six distinct screening paths, add a note at checkout. For screening in a second language, add the Additional Language Pack. Change Quotes arrive in writing, and larger or bespoke projects go through the Custom AI request form.
Request a custom versionKeep it running
We recommend monthly maintenance for this edition: monitoring, fixes and monthly hours for changes, such as screening questions for a new role type or revised decline wording. The change hours scale with the build. Maintenance begins after the 30 days of support.
$249/mo (the minimum fee, includes 2 change hours)
Optional. Starts after the post-launch support period. Cancel any month.
How maintenance worksHow this compares
| Do it yourself with a SaaS tool | Hire a custom agency | Upmark Labs | |
|---|---|---|---|
| Price | A screening chatbot is usually billed per seat or per candidate | An RPO provider charges per hire or a monthly fee | Ours is one fixed price, shown before you buy |
| Consistency | A fixed form asks the same questions for every role | Depends on which screener picks up | Ours asks the questions set for each role, every time |
| Client enquiries | Rarely separated from candidates | Depends on what was agreed | Ours qualifies hiring companies on their own path |
| Delivery | Quick to switch on, generic questions | Usually several weeks, set per project | Ours has a fixed delivery time shown before you buy, with faster options |
Questions about this product
Does AI Lead Qualification Agent for Recruitment reject candidates on its own?
Only if you tell it to. During setup you choose, role by role, whether low-scoring candidates receive a polite decline in your wording or go to a recruiter for review. Borderline candidates always reach a person, and every score is written to the ATS with its reasoning, so any decision can be checked later.
Can the recruitment edition screen against different criteria for each role?
Yes. Each role type in the Recruitment template has its own screening questions and must-haves, such as location, availability, notice period or a required qualification. You set those during intake. New role types can be added later through maintenance, or as an Additional Workflow if they need a path of their own.
Which applicant tracking systems does it work with?
Common choices are Bullhorn, Greenhouse and Workable, connected with read and write access as one of the two included systems. The agent reads existing candidate records before asking anything and writes answers, scores and reasoning back. A different ATS works too, provided it offers API access your team can grant.
How are companies that want to hire handled differently from candidates?
They follow a separate client path. The agent asks about the roles they need filled, how many hires, the location and the timeline, scores the enquiry against your client criteria, and passes it to whoever handles new business. Candidate traffic never delays a potential client's reply.
What does every Recruitment lead qualification build include?
Every build includes the Recruitment template, 50 documented test scenarios, two rounds of changes and 30 days of post-launch support. Standard, express and rush delivery times are shown in the delivery panel before you buy, and the clock starts after a verified intake, so you can plan around a hiring campaign.
What does a recruitment agency pay each month to run it?
Roughly $50 to $250 a month for AI model usage and hosting, in your own accounts, plus your ATS subscription. There is no fee per candidate screened or per placement. Monthly maintenance is optional, and we recommend it for teams that add role types regularly or refine screening questions.
Start every shortlist from a scored conversation.
Order AI Lead Qualification Agent for Recruitment and applicants are screened against each role, client enquiries are qualified, and every score lands in your ATS.
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