Rudraksh
Rudraksh Bharti

Case 01 / Hefes, Poland

Hefes Voice

A Polish-speaking voice agent that makes the calls.

A colossal telephone handset standing on a ridge above the clouds, pink rings of sound rippling out of it
Client
Hefes, Poland
Role
Strategic Technology Partner
When
Aug 2025 to now
Stack
  • Python
  • Playwright
  • PostgreSQL
  • AI voice agent
  • Twilio / VoIP

A three-stage pipeline for Hefes in Poland: it scrapes dealer listings, enriches them in PostgreSQL and runs the outreach through a Polish-language AI voice agent. The whole workflow is automated end to end.

What happens to a listing

  1. 01

    Scrape

    Playwright works through 1,000+ dealer listings a day.

  2. 02

    Recover

    90%+ of hidden phone numbers come back, and duplicates get caught.

  3. 03

    Enrich

    Records land in PostgreSQL, with dealers put in priority order.

  4. 04

    Call

    The voice agent places 200–300 calls a day over Twilio and VoIP, in Polish.

  5. 05

    Classify

    Speech-to-text labels each outcome and schedules the follow-up.

What it came to