Glossary

Quality Assurance (QA) in Support

Support Quality Assurance (QA) is the systematic internal process of reviewing customer interactions to ensure they meet defined organizational standards for accuracy, empathy, tone, and process adherence. Effective QA provides a "Sanity Check" on top-line metrics like CSAT, revealing the "Why" behind the data and identifying systemic training or product gaps.

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What are the 4 dimensions of a Support QA Scorecard?

1) Accuracy: Was the solution correct? 2) Process: Were tags and internal procedures followed? 3) Presence: Was the tone empathetic and brand-aligned? 4) Resolution: Was the issue truly solved (FCR)? Each should be weighted based on your team's current strategic focus.
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How many tickets should be reviewed in QA?

Traditional sampling is 2-5% of total volume. However, the modern trend is "Strategic Sampling"—prioritizing the review of "Angry" tickets (low sentiment), high-value enterprise escalations, and 1-star CSAT responses to find the highest-impact learning moments.
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What is "QA Calibration" and why is it mandatory?

Calibration is where different scorers (Managers/Leads) review the same ticket and compare scores. This ensures that an "80%" from Manager A means the same thing as an "80%" from Manager B, eliminating "Scorer Bias" and ensuring fairness for the agents.
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How is AI changing the QA landscape?

AI-powered QA tools can now "Scan 100%" of tickets for basic compliance (greeting, grammar, policy mention). This allows human QA specialists to focus 100% of their time on "Nuanced Feedback"—coaching agents on empathy, complex troubleshooting, and tone.

Knowledge Challenge

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