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Hey everyone — I'm Arpan, voice AI infrastructure engineer based in India. 28 years shipping production systems.
I build the layer most people don't touch — self-hosted LiveKit (not Cloud), SIP trunking, TTS/STT on bare-metal GPUs, telephony routing, failover, the works. When a VAPI project hits cost or scale limits, that's usually where I come in.
What's running in production right now:
— Enterprise voice system doing 300K+ calls/day, self-hosted telephony with SIP trunk integration
— Taxi dispatch: 10K+ daily calls, 99.3% success rate, 75ms address lookups, multi-language
— Self-hosted TTS across 10 GPU instances, 1.13M+ clips processed, cut a client's annual cost from $283K to $24K
— Real-time video avatar with controllable facial expressions (eyebrows, blinks, pupil movement) for a healthcare deployment
I've been running self-hosted LiveKit in production for a while now so happy to share what I've learned about the tradeoffs vs VAPI/Retell, especially around cost, latency, and scaling past the demo stage.
Looking forward to the conversations here.
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Arpan Deb
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