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    <title>Why Your AI Voice Agent Demo Worked Perfectly But Production Failed: The Demo-to-Production Gap That Kills 60% of AI Calling Deployments</title>
    <link>https://www.autointerviewai.com/blog/ai-voice-agent-demo-production-gap-failure-modes-2026</link>
    <description>Why 60% of AI voice agent deployments fail between demo and production. Covers the 7 technical failure modes: latency degradation under load, STT accuracy collapse in real-world noise, model drift over time, hallucination escalation, telephony infrastructure fragility, conversation state management failures, and the observability gap. Includes the exact diagnostic framework and production hardening checklist used by teams that survive the transition.</description>
    <pubDate>Tue, 02 Jun 2026 00:00:00 GMT</pubDate>
    <author>ajiteshleo@gmail.com (Auto Interview AI)</author>
    <category>AI Calling Production</category><category>Voice AI Deployment</category><category>AI Agent Failure</category><category>Demo vs Production</category><category>AI Calling Latency</category><category>Model Drift</category><category>AI Voice Quality</category><category>Tough Tongue AI</category><category>AI Calling Architecture</category><category>Production AI Scaling</category>
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