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Voice agent builders share practical tips on architecture, latency, and evaluation

AssemblyAI hosted a meetup in San Francisco focused on building practical voice agents, featuring insights from production teams at Retell and Super. Key takeaways included the preference for cascading architectures for flexibility and customization, the critical importance of maintaining a 1-1.5 second latency budget for natural conversation flow, and the layered approach to model evaluation. This evaluation process spans automated metrics for speech-to-text, curated hard cases and LLM-as-judge for language models, and ultimately human "vibe checks" for text-to-speech quality. AI

IMPACT Provides practical insights for developers building voice agents, focusing on architectural choices, latency management, and evaluation strategies.

RANK_REASON Blog post summarizing takeaways from a company-hosted meetup, not a primary release or significant industry event.

Read on AssemblyAI blog →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Voice agent builders share practical tips on architecture, latency, and evaluation

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  1. AssemblyAI blog TIER_1 English(EN) ·

    Build smarter voice agents: 7 takeaways from our July 23rd San Francisco meetup

    Seven hard-won lessons from builders shipping voice agents in production — on cascading pipelines, latency budgets, evals, context, failure modes, and cost.