A QA scorecard is a standardized checklist for evaluating a support interaction, such as a call, chat, or email, against specific weighted criteria like accuracy, tone, compliance, and resolution. Instead of a reviewer's overall impression, it breaks quality into measurable categories that produce a comparable score.

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Why it matters

Without a structured scorecard, two reviewers can listen to the same call and walk away with different impressions, one focused on tone and the other on whether the issue was resolved. That makes it hard to compare agents or track whether quality is improving, since every score means something different depending on who gave it. A scorecard turns one vague judgment into specific categories, so the same interaction gets roughly the same score whoever reviews it. Weighting matters too, since a compliance miss on a regulated topic should cost more than a slightly flat tone.

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‍How it's used

Categories and point weights are set in advance based on what matters most for each type of interaction. Reviewers score each category separately, the total is compared against an agreed passing mark, and specific examples from the interaction go back to the agent with the score. Results get tracked by agent and by category over time, so patterns show up instead of one-off scores.

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‍Auto-fail criteria

Many scorecards include a small set of auto-fail items, serious errors such as breaking a compliance requirement, mishandling customer data, or missing a required disclosure. If one occurs, the whole interaction fails no matter how well everything else went. It keeps the total score from hiding a mistake the business can't accept.