AI for recruitment agencies: shortlist faster, place more, bill higher.
Recruitment agencies lose margin to slow shortlisting, ghosted candidates and CRM data debt. We design AI systems that compress time-to-shortlist, automate candidate engagement and free consultants to bill.
Common Challenges
- Time-to-shortlist routinely above 48 hours, costing placements to faster competitors
- Consultant time absorbed by CV reformatting, reference chasing and CRM admin
- Inbound candidate volume too high to triage manually but too valuable to ignore
- Job board spend rising faster than placement revenue
- Bullhorn / Vincere / JobAdder data quality eroding without enforcement
- Candidate ghosting between offer and start date
AI Opportunities
Automated CV-to-role matching
High impactScore inbound CVs against the role spec in seconds with an LLM-backed classifier.
AI candidate engagement
High impactAlways-on WhatsApp / email nurture for passive candidates between active searches.
Interview prep & note capture
Medium impactAuto-summarise interview calls into structured CRM notes and next steps.
Job spec generation
Medium impactTurn a 60-second client briefing into a compliant, on-brand job spec.
Placement risk scoring
High impactFlag offers at risk of falling through, with intervention actions for the consultant.
Example AI Agents
Candidate Screening Agent
Scores every inbound CV against the live role spec and pushes a ranked shortlist into Bullhorn within minutes.
Sourcing Research Agent
Builds a longlist from LinkedIn, GitHub and niche communities for a given brief, with rationale per candidate.
Candidate Nurture Agent
Runs personalised re-engagement journeys for silver-medallists and dormant talent pools.
Client Account Agent
Monitors client hiring signals (funding, press, vacancy posts) and drafts BD outreach.
Automation Opportunities
Expected ROI
On qualifying roles with a clean spec.
Reclaimed via CV, notes and CRM automation.
Modelled on UK desks at £250k-£500k GP run-rate.
Technology Stack
Case Study Examples
CV screening agent integrated with Bullhorn; consultants now review a ranked five instead of 80 raw CVs.
WhatsApp nurture sequence triggered from CRM offer-accepted stage.
Products we've built for this sector
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