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AI-Based automated HR call system

An automated HR phone call system based on Dialogflow enables a robotic assistant to conduct initial candidate conversations: verify experience, answer job-related questions, and schedule interviews directly—without recruiter involvement.

Tasks

  • Design an HR bot conversation script (greeting, experience questions, FAQ responses, interview invitation).
  • Implement the bot in Dialogflow with support for branching, clarifications, and fallback responses.
  • Integrate the Dialogflow platform with cloud telephony and corporate calendar.
  • Configure result logging in ATS and notifications for recruiters.
  • Train the model on typical candidate questions and regularly update the response database.
Preview AI-Based automated HR call system

About the Project

With the increasing number of applications, the HR department needed a solution to quickly conduct initial candidate screenings. The solution was a scripted bot in Dialogflow that mimics a friendly recruiter: it calls candidates, asks clarifying questions, and logs results in the ATS.

The project covers the full integration cycle: from dialogue design and NLP logic to connectivity with telephony and the HR team’s calendar.

Results

Up to 70%of calls are conducted automatically
5times reduction in response time
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Challenges and Solutions

Natural Speech
To make the bot’s voice sound natural, we conducted A/B testing of four TTS engines and selected the model with optimal intonation and pauses.
Handling Non-Standard Responses
Candidates often describe their experience in non-standard ways. We used contextual intents in Dialogflow and custom ML post-processing functions for clarifications and question rephrasing.
Support for Job-Specific FAQs
A dedicated knowledge base was created, editable by recruiters via a simple UI: new questions are immediately available to the bot without a restart.

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