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Voice AI analysis for teams building real products

Opinionated writing on realtime voice architecture, latency, product tradeoffs, and the ecosystem shifts that matter once voice AI moves beyond demo mode.

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Architecture & Comparisons Mar 7, 2026 • 7 min read

OpenAI Realtime API vs A Custom Voice Pipeline: Which One Should You Choose?

On ItanniX, teams can launch with OpenAI Realtime and move to a custom pipeline later for cloned voices, fine-tuned LLMs, or deeper orchestration without changing their integration layer.

OpenAI RealtimeVoice ArchitectureCustom Pipeline

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New thinking on voice AI systems and product strategy

Voice AI Engineering Mar 4, 2026 • 6 min read

What Actually Determines Latency In A Voice AI Product

Voice latency is a systems problem, not just a model benchmark problem. ItanniX handles the hard streaming, orchestration, and time-to-first-audio optimization work for customers.

LatencyRealtime Systems

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Architecture & Comparisons Mar 1, 2026 • 6 min read

WebRTC vs WebSocket For Voice Agents

If you are building live conversational audio, WebRTC is usually the right media plane. WebSocket still matters, but for different jobs.

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