HomeWorkCase study 03 · 2025

Recruiting · Automation

The bot that quadrupled a development team

Sourcing, pre-qualification and scheduling automated — nine hires in one quarter, all of them still there.

The conversation, as it runs16:9

3 → 12

developers in three months

Year
2025
Client
Own product
Role
Developer · application, telephony, speech models
Areas
AI integration · Full-stack development
Screenshot · Transcript and the action it triggered
Where it starts: the transcript21:9
Screenshot · A week of call logs, around the clock
Where it ends: a week in the log21:9

The starting point

Pre-screening calls cost 10 to 15 minutes per candidate and still only happen during office hours. Forms don't replace the conversation — they get abandoned or filled in halfway.

Screenshot · the call log, with the gaps outside office hours

What was built

A conversation, while it happens16:9

A voice AI platform that runs a structured interview, transcribes the conversation, and turns it into a candidate profile in the same format the downstream systems expect anyway.

The conversation follows a script, departs from it when there are follow-up questions, and comes back. Anything left unanswered stays marked as a gap instead of being guessed.

  • 01What you touch

    Screenshot: the transcript beside the script
  • 02Where the data sits

    Diagram: the conversation flow, including follow-ups
  • 03How it is operated

Stack

Interface

Next.js

API

TypeScript Vapi ElevenLabs Twilio

Result

Pre-screening around the clock, with a transcript as evidence for every answer.

The waveform moves, the transcript writes along, the fields fill in.16:9
Evidence · TranscriptAI-generated
The finished transcript beside the profile it produced.16:9

The other work

The three other case studies.

Screencast · SnipeFlip live: the deal table, minute by minute

01Sneaker deals · Automation

2,500

operations per day · one VPS

SnipeFlip

All projects

Contact

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