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7/3/2026

How to Build a Real-Time Phone Call Transcription Pipeline with Telnyx and OpenAI Whisper
Short summary
Demonstrates building a real-time phone call transcription pipeline by chaining Telnyx Call Control with OpenAI Whisper and GPT-4 through webhooks. Includes a working 245-line Python example with three helper functions for transcription, response generation, and text-to-speech playback. Addresses production hardening concerns and state management patterns for webhook handlers.
- •End-to-end phone-to-AI pipeline combining Telnyx, Whisper, and GPT-4 in 245 lines of Python
- •Includes working code for transcription, contextual response generation, and TTS playback
- •Covers webhook architecture, state management, and production hardening patterns
Generated with AI, which can make mistakes.
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