Recruitment systems

AI recruitment systems built around evidence, not admin.

Custom ATS-connected recruitment systems that move candidates from application to structured evidence, interview completion, human review and shortlist.

ATS-first architectureAutomated interview completionHuman oversight
candidate workflow / ats connectedsystem online
01 / intakeApplicationCV + vacancy
02 / recordATScandidate ID
03 / evidenceInterviewsecure video
04 / assistAssessmentstructured evidence
05 / decisionShortlisthuman review
System of recordATS
Decision layerHuman
EvidenceLinked
signal patharchitecture onlineencrypted transport
Keep recruiters where they already work. Enrich the record around them.
application → evidence → decision
The workflow gap

Recruitment workflow software connects the gaps between ATS tools.

Candidate intake, ATS records, email, interview tools and recruiter judgement are usually spread across separate systems. The custom layer should connect those steps without forcing recruiters into another dashboard they forget to open.

01 / INPUT

ATS-first candidate record creation

A candidate application can create or enrich the ATS record before any interview automation begins. That gives the workflow a stable application ID and keeps ownership where the recruiter expects it.

02 / INTERVIEW

Structured candidate screening evidence

Secure interview tokens, reminders and role-specific questions can turn a weak first-stage screening call into recorded evidence the recruiter can review when it matters.

03 / ASSESSMENT

AI-assisted recruitment screening with human review

Transcripts, summaries and evidence extraction can help recruiters compare candidates against role criteria. Human approval and override remain explicit decision points.

04 / HAND-BACK

ATS enrichment with interview evidence

Interview state, transcript summaries, scores, video links and recruiter actions can be written back into the existing system of record.

System architecture

An ATS-first AI candidate intelligence layer.

The custom system orchestrates the work around the ATS: intake, interview completion, evidence generation, human review and hand-back.

architecture mapped
EXPERIENCE
Application formCandidate portalVideo interview
ORCHESTRATION
FastAPIn8nWebhooksReminder jobs
INTELLIGENCE
CV parsingRole criteriaTranscriptionAI-assisted assessment
SYSTEM OF RECORD
ATS APICandidate IDVacancy IDStatus history
CONTROL
Recruiter reviewOverrideAudit trailPermissions
What it can handle

AI recruitment screening features that reduce wasted recruiter time.

The goal is not to remove recruiters. It is to stop their best hours being consumed by avoidable repetitive screening work.

01

Candidate intake automation

Capture CVs, vacancy context and candidate consent in a structured record.

02

Candidate interview orchestration

Generate secure links, schedule reminders and track completion without manual chasing.

03

AI evidence extraction from interviews

Turn video and transcript content into structured role evidence for recruiter review.

04

ATS candidate enrichment

Return useful evidence and status updates to the tools recruiters already use.

05

Employer recruitment dashboards

Expose only the state, evidence and actions an employer actually needs.

06

Recruitment auditability and evidence trail

Retain who decided what, what evidence was available and what changed.

ArchitectureATS-first
InterviewEvidence-led
ScoringHuman-controlled
WorkflowAPI-connected
Start with the process

Tell us where candidate screening burns recruiter time.

Bring the ATS, application volume and current first-stage process. We will map the workflow before choosing the technology.

Search intent map

Related search terms this page is built to answer.

These commercial search phrases guide the page topic, headings, internal links and supporting copy without turning the page into keyword stuffing.

20 target keywords
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