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Blog/Testing & Evaluation

Testing & Evaluation

Browse 20 articles in testing & evaluation.

Testing & Evaluation Articles

20 articles · Page 2 of 2

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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A blurry image of a green and white background - Photo by Logan Voss on Unsplash
Testing & Evaluation·15 min read

Performance Benchmarks for AI Agents: What Actually Matters Beyond Word Error Rate

Most enterprises obsess over Word Error Rate while missing the metrics that actually predict success. Here's what to measure instead.

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grayscale photography of two women on conference table looking at talking woman - Photo by Christina @ wocintechchat.com on Unsplash
Testing & Evaluation·15 min read

Testing Bias: How to Measure and Reduce Socio-linguistic Disparities in AI

A practical guide to detecting and measuring bias in AI voice and chat agents. Covers specific metrics, testing approaches, scorecard design, and what teams actually do when they find disparities.

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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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