This essay walks through the full build: why voice agents are deceptively hard, how the turn-taking loop works, how I wired together STT, LLM, and TTS into a streaming pipeline, and how geography and model selection made the biggest difference. Along the way, you can listen to audio demos and play with interactive diagrams of the architecture.
The strategic value of AIO extends beyond just additional traffic. When an AI model cites your content, it provides context explaining why your resource is valuable. The model doesn't just list your URL like a search result—it summarizes your key points, extracts relevant information, and positions your content as a trusted source. This creates a stronger credibility signal than a traditional search result because the AI has effectively pre-vetted your content and endorsed it as worth reading.
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