ElementX2 · Applied AI systems · Live
ElementX2[email protected]
Index W1Workshop build · pre-launch product

AI voice screening for HGV driver recruitment

UK haulage runs on HGV drivers, and recruiting them runs on the phone. Every applicant needs the same first-pass screening — licence class, CPC, years held, endorsements, right to work — before a recruiter can act. We built an AI agent that makes that call itself, holds a real conversation, and returns an auditable verdict.

TypeScript · Twilio · Gemini Live · Hono · PostgreSQL · Next.js

Ref 01 · The problem

The problem

  • Driver applications arrive in volume from job boards, and each one needs the same short, repetitive screening call before anything else can happen.
  • Recruiters lose hours to phone tag; candidates who aren’t called quickly take another job.
  • Screening against an insurer’s policy (years held, endorsements) has to be applied consistently — a rushed human call is exactly where consistency slips.

Ref 02 · What we built

What we built

01Application02Outbound call03Live screening04Rule engine05VerdictROUTE · SURVEYED
The screening route
01

A phone agent that holds the conversation

The system places an outbound Twilio call and bridges the live audio over WebSockets to Google’s Gemini Live API. The agent runs a scripted five-question screening — it speaks, listens, handles interruptions and re-asks when an answer is unclear.

02

A deterministic decision engine

Answers are evaluated by a pure rule engine encoding an insurer-style policy — not by asking the LLM to make the judgement. Every call ends in PASS, FAIL or ESCALATED, and escalations go to a human. The engine is isolated from all I/O so its decisions are testable and repeatable.

03

Compliance engineered in, not bolted on

Gemini Zero Data Retention is enforced as a hard runtime check in production. Right-to-work and DVLA-endorsement gates sit in the decision path. Every event lands in a tamper-evident, HMAC-chained audit log, and personal data is purged on a 30-day schedule. The repo carries its DPIA and processor-agreement documentation.

04

The unglamorous reliability work

A candidate can only ever be decided once, even when two processes race to record the verdict. Calls that drop mid-conversation are swept up and reconciled rather than lost, calling only happens in business hours, and a live recruiter can be warm-transferred into the call when needed. A Next.js dashboard gives recruiters candidates, escalations and the audit trail.

Ref 03 · Stack

Stack

  • TypeScript
  • Twilio
  • Gemini Live
  • Hono
  • PostgreSQL
  • Next.js

Ref 04 · What it demonstrates

What it demonstrates

  • Real-time voice AI over the public telephone network — not a chatbot demo
  • Deterministic decisioning wrapped around an LLM, so outcomes are consistent and auditable
  • GDPR-conscious engineering for a regulated hiring context
  • The same architecture transfers to any high-volume screening or triage call