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High-volume hiring · Candidate screening · Bias audits

Shortlists by Monday morning, with a person making every hiring decision.

AI candidate screening for warehouse, retail, contact centre and care roles. It checks applications against job-related criteria you define, books structured interviews, and monitors selection rates by group so recruiters and hiring managers decide faster and fairly.

Job-related criteria written and signed off by your teamWorkday Greenhouse, iCIMS, SuccessFactors, BullhornPeople decide every advance and rejection

What is AI candidate screening?

AI candidate screening is software that reviews job applications against criteria an employer has defined as job-related, such as licences, shift availability, right-to-work status and relevant experience. It outputs a ranked, explained shortlist for recruiter review, follow-up questions for incomplete applications, interview bookings, and selection-rate reports by demographic group so bias can be spotted and corrected.

Talent acquisitionDelivered in the US, UK and UAEUpdated
The cost of screening by hand, or by black box

Twice the applications, half the recruiters, and more rules to follow.

High-volume roles attract hundreds of applications each. Recruiters skim, strong candidates wait, and good people accept another offer. Unexplained screening tools create a different problem: decisions nobody can defend to a candidate, an auditor or a regulator.

Applications per job on average in 2025 up from 116 in 2022, across more than 6,000 companies using Greenhouse.[1]

Recruiters per recruiting team on average in 2025 down from 10.43 in 2022 in the same benchmark.[1]

Median time to fill from requisition to offer acceptance in 2025, according to SHRM.[2]

Some AI recruitment tools inferred gender and ethnicity from candidate names, the UK ICO found in its audit of providers.[5]

What we deploy

Screen, schedule and audit in one accountable workflow.

Inputs · ATS applications, job analysis

Job-related screening with reasons

We start from a short job analysis with your hiring managers. The screener checks each application against those criteria and writes down why, in plain language.

  • Must-have and nice-to-have criteria signed off by HR
  • Missing information requested from the candidate, not assumed
  • No inference of protected characteristics from names, photos or voice
Outputs · interview slots, question guides

Structured interview scheduling

Shortlisted candidates pick a slot by text or email. Every interviewer gets the same questions and scoring guide for the role, which makes decisions comparable.

  • Self-scheduling across sites, shifts and interviewer calendars
  • Reminders and rescheduling without recruiter back-and-forth
  • Scores captured in your ATS against each question
Controls · selection rates, notices, logs

Bias monitoring and audit trail

Selection rates are tracked by stage and demographic group using voluntarily provided data. Drops trigger a pause and a human review.

  • Data prepared for an independent bias audit where NYC Local Law 144 applies
  • Candidate notices and an alternative review route
  • Full log of criteria versions, recommendations and human decisions
The 21-day production pilot

One role family, one metric: application-to-interview time.

Days 1–4

Job analysis and baseline

We run job analysis workshops with hiring managers, write the screening criteria, and measure current application-to-interview time and pass-through rates from your ATS.

Days 5–9

Build and historical check

We connect to your ATS, configure screening and scheduling, and replay past applications to compare recommendations with actual decisions and selection rates by group.

Days 10–18

Live with recruiters deciding

New applications are screened and interviews booked. Recruiters review every shortlist and rejection recommendation, and we log agreement and overrides.

Days 19–21

Measure and decide

We report time to interview, recruiter hours, candidate drop-off and selection rates by stage, and hand you a written go/no-go with audit-ready data.

Options compared

High-volume screening options compared

CriterionRecruiters screen manuallyATS knockout filters or packaged AIStratgik build + run
Speed to shortlistDays, depending on volumeMinutesMinutes, with recruiter review of every shortlist
CriteriaVaries by recruiterVendor defaults or simple knockoutsJob-related criteria from your job analysis
ExplanationsRarely written downOften a score onlyPlain-language reason for every recommendation
Bias monitoringOccasional EEO reportingVaries; often vendor-runSelection rates by stage, pause on drops, audit data
Best fitLow volume or senior rolesSimple, stable roles with few criteriaHundreds of applications per role across sites
Final decisionRecruiterCan be automatedAlways a recruiter or hiring manager
Why it matters now

Volume is up, and so is scrutiny of automated hiring.

Regulators in New York City, the UK and the EU now treat AI in hiring as something to audit, explain and supervise. Speed only helps if every decision is defensible.

  • A person makes every advance and reject decision
  • Criteria are job-related and signed off
  • Candidates are told when AI is used
  • Selection rates are monitored by group
111%increase in applications per job between 2022 and 2025, based on more than 640 million applications in Greenhouse's benchmark.[1]
17 of 32companies reviewed showed potential non-compliance with NYC's AI hiring law in a New York State Comptroller audit, versus one found by the city regulator.[4]
~300recommendations issued by the UK ICO to AI recruitment tool providers after its audits, all accepted or partially accepted.[5]
56%of recruiting executives named talent shortages as a challenge in 2025, according to SHRM benchmarking.[2]
Work out the numbers first

What slow screening costs your hiring plan

Enter your hiring volume. Screening time saved and days cut from time to fill are assumptions; the pilot measures both from your ATS data.

Recruiter time and vacancy cost recovered per year

Test this in a pilot

Illustrative estimate using your inputs and stated assumptions, not a quote or guarantee. The pilot measures the real figure against your baseline.

Pricing

Priced per hiring program, not per candidate

Pilot

$14,000 one-time

21 days · one role family

  • Job analysis and written screening criteria
  • ATS integration for screening and scheduling
  • Historical selection-rate check by group
  • Written go/no-go with time, quality and fairness data
Scope my pilot
Most teams continue here

Run

$3,000 / month

per month · one role family in production

  • Screening recommendations with reasons
  • Structured interview self-scheduling
  • Selection-rate monitoring and pause rules
  • Monthly hiring funnel and fairness report
Talk to us

Scale

$8,000+ / month

per month · multiple role families or countries

  • Additional roles, sites and languages
  • Audit data packs for independent bias auditors
  • Candidate notices by jurisdiction (NYC, UK, EU)
  • Quarterly criteria review with HR and legal
Plan a rollout

Model usage, SMS and cloud hosting billed at cost and reported monthly. Independent audit fees are paid to the auditor directly; taxes excluded. GBP and AED prices are indicative conversions from USD.

Questions buyers ask

AI candidate screening: frequently asked questions

Is AI candidate screening legal?

AI candidate screening is generally permitted, but several jurisdictions attach specific duties. NYC Local Law 144 requires a bias audit within a year of use, a public audit summary and candidate notice. The UK ICO expects data protection compliance and fairness monitoring, and the EU AI Act classes recruitment AI as high-risk. We design for these duties; your legal team confirms what applies where you hire.

How do you prevent bias in AI candidate screening?

Bias is reduced by design and then checked with data, never assumed away. Criteria come from a job analysis, protected characteristics are not inferred or used, and recommendations are explained. We track selection rates by stage and group using voluntarily provided data, pause a stage when rates diverge, and prepare the data an independent auditor needs. People still make every decision.

Does the AI reject candidates automatically?

No. In our design the AI recommends and explains, and a recruiter or hiring manager makes every advance or rejection decision. Where a candidate does not meet a stated legal requirement, such as a driving licence for a driving role, the case is still reviewed by a person, and candidates have a route to ask for reconsideration or an accommodation.

How does AI screening work with Workday or Greenhouse?

It connects to your applicant tracking system through its API, reads new applications as they arrive and writes recommendations, reasons, interview bookings and notes back to the candidate record. Recruiters keep working in the ATS they already use. Workday, Greenhouse, iCIMS, SAP SuccessFactors and Bullhorn all offer APIs for this; we confirm the exact endpoints and permissions for your tenant in the first days of the pilot.

How much does high-volume hiring automation cost?

Stratgik's pilot is a fixed $14,000 over 21 days for one role family. Production runs at $3,000 a month per role family, and multi-role or multi-country programs start from $8,000 a month. Model and messaging usage is billed at cost, and independent bias audit fees are paid to the auditor. Use the calculator to compare with your screening and vacancy costs.

How long does it take to implement AI candidate screening?

A production pilot takes 21 days for one role family: job analysis and baseline in the first few days, integration and a historical selection-rate check, then about nine days live with recruiters reviewing every recommendation. Adding more role families usually takes one to two weeks each, mainly for job analysis and criteria sign-off.

Next step

Pick your busiest role. We will cut the wait, not the scrutiny.

Book a 30-minute call with talent acquisition and HR. We will agree the role family, the criteria process and the one metric for a 21-day pilot.