Support ops, AI agents, and Shopify playbooks

Metrics & cost for Shopify brands

Cost per ticket, FRT, CSAT, deflection and the numbers that tell you if support is working.

28 guides · page 3 of 3

  • Shopify Support Cost Per Order

    Divide support spend by orders when you want a number finance believes. Tickets hide deflection.

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  • Ecommerce Cost Per Ticket

    Cost per ticket is (people + software + refunds you treat as ops) ÷ tickets. Here is what belongs in the numerator.

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  • How to Calculate Customer Support ROI for Your Shopify Store

    Most support teams are cost centers by default. Here is how to reframe, measure, and prove that great support drives revenue.

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  • First Response Time: Why It's Ecommerce's Most Important Support Metric

    Every hour of delay after a customer contacts support increases churn probability. Here is what the data says and how to actually hit sub-one-hour FRT.

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