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Automated Two-Bot Hiring System

A two-bot pipeline that ran 168 candidates through structured screening with AI translation and real-time funnel analytics — at 11% conversion to final stage.

168candidates processed
18reached final stage
11%conversion rate
3+languages handled
The Problem

Hiring was slow, opaque, and did not scale

Company growth required a steady pipeline of strong developers. Manual candidate processing consumed hours of recruiter time, the funnel had no real visibility, and international candidates could not be processed efficiently without a translator on hand.

The team needed: automated intake, a clear funnel, real-time data, and the ability to adjust screening stages without involving developers.

The Solution

A candidate bot and an admin bot, connected end-to-end

Candidate bot

  • Structured intake questionnaire
  • Business introduction tests
  • Practical technical tasks
  • Multilingual interface — AI translates everything automatically

Admin bot

  • Real-time funnel analytics with charts
  • No-code stage constructor — add, remove, reorder stages without developers
  • Full candidate profiles with responses and test results
  • Direct messaging to candidates from within the bot
  • Status management: active, completed, blocked, rejected
  • Google Sheets sync — all data available in spreadsheets
In Action

Screenshots

Results

What the numbers looked like

168 candidates processed through fully automated screening — with zero manual intake work.
18 candidates reached the final stage, yielding an 11% pipeline conversion rate.
Recruiters spend time only on high-signal candidates — the bot handles early filtering completely.
Funnel stages adjusted by the team without a single line of code or developer involvement.
International candidates screened in any language — AI translation removes the language barrier entirely.
Real-time visibility across every hiring stage — no more "where is this candidate in the process?" questions.
Tech Stack
Telegram Bot API Python OpenAI / LLM Google Sheets PostgreSQL Redis Kubernetes ArgoCD
Next Step

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