Hackathon · GenAI · 2023 Whisper + GPT

Voice Analytics

An enterprise solution for auditing call center activities — transcribing recordings with Whisper AI, then using GPT-3.5 to generate summaries, insights, and call categorisations automatically.

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Year
2023
Category
GenAI · NLP
Context
lablab.ai Hackathon
Domain
Enterprise · Call Centers

The idea

Every customer support call is "recorded for quality assurance" — but most of that data sits unused. Either companies hire third-party firms to manually review calls, or the recordings are never analysed at all.

This project automates the entire pipeline: transcription → summarisation → categorisation → insight extraction, turning every recorded call into structured, actionable data.

How it works

Whisper transcription
Audio recordings are transcribed to text using OpenAI's Whisper, handling multiple accents and audio quality levels.
GPT summarisation
Transcripts are processed by GPT-3.5 to generate concise summaries, key insights, and automatic call categorisation.
Insight extraction
Sentiment, topics, and action items are extracted automatically — surfacing patterns across thousands of calls.
Gradio interface
Clean web UI for uploading recordings and viewing results — deployed on Hugging Face Spaces.

Built with

Whisper AI GPT-3.5 Python Gradio Hugging Face