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Deploying Whisper on the Edge: Real-Time Transcription with WebSockets and Sub-200ms Latency

Learn how to deploy OpenAI Whisper on the edge using Cloudflare Workers AI and fly.io GPU instances with WebSocket streaming for sub-200ms real-time transcription latency.

Sachin Sharma
Sachin SharmaCreator
Jun 7, 2026
18 min read
Deploying Whisper on the Edge: Real-Time Transcription with WebSockets and Sub-200ms Latency
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Learn how to deploy OpenAI Whisper on the edge using Cloudflare Workers AI and fly.io GPU instances with WebSocket streaming for sub-200ms real-time transcription latency.

Sachin Sharma

Sachin Sharma

Software Developer & Mobile Engineer

Building digital experiences at the intersection of design and code. Sharing weekly insights on engineering, productivity, and the future of tech.