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Insights on building, connecting, and monitoring AI agents for customer experience — from the teams shipping them.

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241 articles · Page 20 of 21

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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a man and a woman sitting at a table with a laptop - Photo by Walls.io on Unsplash
Industry & Strategy·15 min read

What Voice AI Can (and Can't) Learn from Your Best Human Agents

Top human agents do specific things that make them exceptional. Some of those things can be taught to AI. Others can't, at least not yet. Here's an honest breakdown of what transfers and what doesn't.

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a man and a woman sitting at a table with a laptop - Photo by Walls.io on Unsplash
Voice & Conversation·14 min read

Can AI learn to apologize? The uncomfortable truth about synthetic empathy

Industry research shows that 55-60% of enterprises are exploring synthetic empathy in AI systems. Discover the ethical implications and practical applications of AI emotional intelligence.

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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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Knowledge & Memory·17 min read

Mining the Conversation Long Tail: How Production Data Reveals What Humans Miss

Most teams analyze their top 20 conversation types and ignore the rest. The long tail of rare customer requests holds the patterns that drive real agent improvement. Here is how to mine it.

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A Customer Service Lead Reviewing a Customer Journey Map on a Whiteboard, With Voice AI Conversation Transcripts Pinned Beside It
Industry & Strategy·9 min read

Voice AI Is the New Front Door. Your Journey Map Isn't Ready

Most journey maps still assume customers move through linear stages. Voice AI breaks that assumption. Here's what changes when a conversation replaces the funnel.

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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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Security & Compliance·16 min read

Voiceprint Spoofing and Security: Defending Against Synthetic Voice Fraud

Industry research shows that 80-85% of enterprises lack adequate protection against voiceprint spoofing attacks. Discover comprehensive strategies for defending against synthetic voice fraud.

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Customer Service Agent Working Alongside an AI Chatbot in a Modern Office
Industry & Strategy·11 min read

Why 75% of Chatbots Fail Complex Issues (And the 25% That Don't)

Forrester reports 75% of customers say chatbots can't handle complex issues. The 25% that work share four habits most teams skip. Here's what they do.

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A smiling man wearing glasses in an office setting. - Photo by Vitaly Gariev on Unsplash
Industry & Strategy·13 min read

The Human Touch: Why 90% of Customers Still Choose People Over AI Agents

Despite AI advances, 90% of customers prefer human agents for service. Discover what customers really want from AI interactions and how to bridge the trust gap through rigorous testing.

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Voice AI Latency Monitoring Dashboard in Real Time
Voice & Conversation·15 min read

Why Voice AI Latency Past One Second Tanks Satisfaction

Each second of voice AI latency measurably erodes customer satisfaction. Here's how to measure, budget, and cut delay across the ASR, LLM, and TTS pipeline.

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Voice AI agent making errors during customer conversation
Voice & Conversation·14 min read

Voice AI Hallucinations: The Hidden Cost of Unvalidated Agents

Discover how voice AI hallucinations can cost businesses thousands daily and learn proven strategies to detect and prevent them before they reach customers.

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