Support quality, written down.
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- Metrics 16 min read
How to Dispute an AI QA Score (Appeal Process Design)
ReadAutomated QA quietly removes the appeal route manual QA had by default.
- Best practice 10 min read
How to Reduce DSAT: A Method for Cutting Dissatisfaction
ReadA repeatable five-step method for finding the dissatisfied conversations surveys miss and fixing the systemic causes behind your DSAT.
- Best practice 15 min read
How to Run a QA Program Agents Do Not Hate
ReadStep-by-step ways to build fairness, buy-in and trust into QA, so agents treat their scores as useful coaching rather than a hand-picked verdict.
- Best practice 14 min read
QA Calibration: How to Run Sessions That Eliminate Scoring Bias
ReadA playbook covering cadence, attendees, sample selection, blind scoring and how to measure reviewer agreement so scores stay consistent over time.
- Best practice 17 min read
How to Validate AI QA Scoring: A One-Week Test Protocol
ReadA vendor-neutral, day-by-day plan for testing AI QA against your reviewers, with the agreement metrics to track and how to diagnose each disagreement.
- Template 12 min read
How to Weight QA Scorecard Criteria Without Guessing
ReadEqual weights quietly break most QA scorecards. Set criterion weights from evidence, test them against real scores before rollout, and keep them honest.
- Best practice 14 min read
Is a 95% QA Target Achievable? Check the Arithmetic
ReadA 95% QA target is either reachable or it is not, and your scorecard decides which. Work out your achievable ceiling, then set a target from your own scores.
- Comparison 15 min read
Manual QA vs Auto QA: Cost, Coverage and Accuracy Compared
ReadA side-by-side comparison on cost, coverage, consistency, accuracy and speed, with a cost model you can run on your own numbers.
- Best practice 21 min read
Peak Season Customer Service: How to Keep QA Honest
ReadQA is the first thing cut when volume spikes, so visibility drops when risk peaks. How to resize sampling, pick what to relax, and score seasonal hires.
- Template 7 min read
Positive Scripting: 30 Before-and-After Examples for QA
ReadRewrites for saying no, delays, errors and handoffs, each tied to a QA criterion so you can coach agents on the new phrasing and score for it.
- Best practice 16 min read
Customer Service ROI: Proving the Value of Support Quality
ReadLeadership wants support quality expressed in money and you have a percentage. How to convert quality findings into cost, risk, retention and capacity.
- Best practice 16 min read
The QA Analyst Role: Responsibilities, KPIs and Team Structure
ReadThe responsibilities, skills and KPIs of a customer service QA analyst, how many you need per agent, and how the role shifts with automated scoring.
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