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Testing & Evaluation

Browse 8 articles in testing & evaluation.

Testing & Evaluation Articles

8 articles

Illustration of a team evaluating AI agent quality through structured testing scenarios
Testing & Evaluation·24 min read

AI Agent Testing: How to Evaluate Agents Before They Talk to Customers

A practical guide to testing AI agents before production — scenario-based testing with AI personas, scorecard evaluation, regression suites, edge case generation, and CI/CD integration.

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Illustration of a focused team of three collaborating on problem-solving together
Testing & Evaluation·14 min read

Who's Testing Your AI Agent Before It Talks to Customers?

Traditional QA validates deterministic code. AI agent QA must validate probabilistic conversations. Here's why that gap is breaking production deployments.

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Colorful code displayed in an IDE on a MacBook Pro screen in a dark environment
Testing & Evaluation·15 min read

Scenario Testing: The QA Strategy That Catches What Unit Tests Miss

Discover how synthetic test conversations catch edge cases that unit tests miss. Personas, adversarial scenarios, and regression testing for AI agents.

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Laptop and smartphone displaying data charts and metrics dashboards on a dark surface
Testing & Evaluation·15 min read

Scorecards vs. Vibes: How to Actually Measure AI Agent Quality

Most teams 'feel' their AI agent is good. Here's how to build structured scoring with rubrics, automated grading, and regression detection that holds up.

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Professional team testing voice AI systems with advanced monitoring dashboards
Testing & Evaluation·16 min read

Voice AI Testing Strategies That Actually Work: A Complete Framework for Production Success

Discover the comprehensive testing framework used by top voice AI teams to achieve 95%+ accuracy rates and prevent costly production failures. Includes real case studies and actionable implementation guides.

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black and gray laptop displaying codes - Photo by Nate Grant on Unsplash
Testing & Evaluation·19 min read

Automated QA Grading: Are AI Models Better Call Scorers Than Humans?

Industry research shows that 75-80% of enterprises are implementing AI-powered QA grading systems. Discover whether AI models actually outperform human call scorers and how to implement effective automated grading.

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Professional team analyzing voice AI deployment data on multiple screens showing failure metrics and success patterns
Testing & Evaluation·17 min read

The Voice AI Quality Crisis: Why Most Deployments Fail in Production

Most voice AI deployments fail in production despite passing lab tests. Real data on why the gap exists, what it costs, and how to close it.

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Voice AI system failing during complex customer interaction
Testing & Evaluation·14 min read

The 12 Critical Edge Cases That Break Voice AI Agents

Uncover the most common edge cases that cause voice AI failures and learn how to test for them systematically to prevent customer frustration.

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