Insights on voice agent QA, testing methodologies, and best practices for shipping production-ready voice AI.
Data from 2,000+ voice agent tests reveals why most AI agents fail. The top 10 failure modes, average scores by platform, and the fixes that actually work in production.
Read article →Set up automated voice agent testing in your CI/CD pipeline. GitHub Actions, GitLab CI, and API examples for testing Retell, Vapi, and ElevenLabs agents on every deploy.
Read article →15 attack categories including jailbreaks, PII extraction, prompt injection, and social engineering. Learn how to red-team test your voice AI agent and protect it before it goes live.
Read article →Compare voice AI platforms for testing and QA. Which is easiest to test, most reliable, and best for production? Side-by-side comparison with real data.
Read article →Learn how to test your Retell AI voice agent before going live. Step-by-step guide covering automated testing, scoring, hallucination detection, and QA best practices for Retell agents.
Read article →The complete QA testing checklist for Vapi voice agents. Cover function calling, conversation flow, compliance, and 20+ quality metrics before going live. Includes CI/CD pipeline setup and production monitoring.
Read article →A comprehensive QA checklist for testing voice AI agents. Covers greeting quality, objection handling, memory persistence, compliance, and hallucination detection. Learn how to test voice agents like a pro with this production-ready checklist.
Read article →Voice agent hallucinations destroy trust instantly. Learn what hallucinations look like in voice AI (fake pricing, invented features, false policies), why they happen, how to detect them with automated testing, and proven prevention strategies that work.
Read article →Learn how to QA test AI voice agents effectively. Covers manual vs automated testing, common failure modes (hallucinations, silence drops, memory loss), setting up automated QA pipelines, and the metrics that matter for production-ready voice AI.
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