Why it was needed
The problem
The team was drowning in inbound applicants. Most candidates never got a callback, simply because there were not enough hours in the day.
First-round screening is the same conversation, hundreds of times. It is exactly the part of the job nobody wants and the part that decides who gets seen.
The system
What I built
Voice interviews by phone
The agent calls each candidate, asks the screening questions a recruiter would, listens and follows up. A real conversation, not a form.
AI-avatar video follow-ups
Candidates who pass the first round get a video follow-up from an AI avatar, so the second touch does not wait on anyone's calendar.
Analysis, shortlist, summary
Responses are analysed and scored, the strongest candidates are shortlisted, and every call ends as a structured summary for the human team.
One workflow holding it together
n8n orchestrates the funnel from application to summary. Vapi runs the calls with an ElevenLabs voice, HeyGen produces the avatar videos, and Claude does the analysis.
Step by step
How it runs
A candidate applies
The application enters the workflow. Nobody has to triage an inbox.
The agent calls
A phone interview with the screening questions a recruiter would ask, and follow-ups based on the answers.
Responses are analysed
Each interview is analysed and scored against what the role needs.
Avatar video follow-up
Candidates who pass get a second touch by video, without waiting for a free slot in someone's week.
Shortlist and summary
Recruiters receive the shortlist, with a structured summary of every conversation behind it.
Where the judgment went
The hard parts
A conversation, not a form
Candidates hang up on a voice that reads a script. The agent listens and follows up on what was said, which is also what makes the answers worth analysing.
People make the hiring decisions
The agent screens, scores and summarises. The decision stays with the recruiters, who get the evidence in a form they can read in a minute.
What came of it
The outcome
800+candidates through the funnel
- Ran an 800+ candidate funnel.
- Recruiters spend their time on the shortlist instead of first-round screens.
- Every candidate gets a conversation.
