Analysis and frameworks on Cost Per Resolution, margin intelligence, and the economics of contact center operations.
The gap between training an AI to be safe and deploying it safely is where organizations get hurt. Here's what deployment-time governance actually looks like.
Leading cyber insurers are adding exclusion clauses for autonomous AI systems. When the people who calculate risk refuse to cover your agents, it's time to listen.
You know how many interactions your service org handles. You don't know what each one actually costs. Here's why Cost Per Resolution is the number that matters.
Your service organization has more dashboards than ever. Margin leakage is the same or worse. The dashboards are showing you the wrong things.
IVR deflection looks great on dashboards. But it pushes complexity downstream, inflates handle time, and increases Cost Per Resolution. Here’s the math behind the Automation Tax — and where automation actually reduces resolution cost.
30–60% of your contact volume shouldn’t exist. Failure demand — calls generated by incomplete resolutions — inflates volume, destroys margin, and hides in plain sight. Here’s how to find it and eliminate it.
The average contact center reports Cost Per Call at $7–$12. The actual Cost Per Resolution is $35+ higher. This guide defines CPR, walks through the formula, and exposes the hidden costs that inflate it.
MarginSignal OS runs a forensic diagnostic that maps the gap between your reported Cost Per Call and your actual Cost Per Resolution. No models. No estimates. Your data, your numbers.
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