Insights

Perspectives on AI-powered calling

Practical thinking on how intelligent voice technology can save time, reduce friction, and create better experiences — and what it takes to make it reliable.

Sep 3, 2026·Amir Abdelwahed

How to Evaluate an AI Voice Agent for Enterprise Use

Evaluating enterprise voice AI requires looking beyond voice quality to verifiable task completion, context retention, real-time adaptation, security, latency, and system integration. An operational framework for evaluating AI voice agents.

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Aug 28, 2026·Amir Abdelwahed

Solving the Data Center Problem

Very few conversational AI systems survive a live, unscripted phone call where the IVR menu is unfamiliar, the hold music runs eight minutes, and the human on the other end interrupts mid-sentence.

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Aug 14, 2026·Amir Abdelwahed

The Deterministic Fix: How to Architect AI Voice Agents That Don’t Hallucinate

The problem isn’t that language models occasionally get things wrong. It’s that most systems never built anything to catch it when they do.

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Aug 2, 2026·Amir Abdelwahed

A Better Standard for AI Calling

The future of AI calling will depend less on how human the technology sounds and more on whether the call is relevant, transparent, and respectful.

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Aug 1, 2026·Amir Abdelwahed

Why Voice AI Breaks: Inside the STT-LLM-TTS Pipeline

A live phone call is a much harder problem than a text chat window — and most of the difference comes down to a handful of technical failure points that never show up in a quiet-room demo.

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Aug 1, 2026·Amir Abdelwahed

AI Voice Agent Reliability: Why AZcall Doesn’t Break Under Real-World Phone Calls

What it takes for a voice agent to survive unfamiliar IVRs, long holds, and interruptions — and how AZcall’s architecture is designed for it.

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Jul 21, 2026·Amir Abdelwahed

AI Voice Agent Failures: What McDonald’s and Air Canada Got Wrong

McDonald’s and Air Canada show what happens when companies ask one probabilistic AI model to manage deterministic business rules like orders, policies, and refunds.

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The future of operational workflows

Phone systems still power critical business processes. Varaie is building a new layer to automate that work — turning time spent on calls into completed outcomes.