How AI Can Help Managers Coach Every Support Agent Without Generic Advice
Use AI to find repeated conversation patterns and prepare individualized coaching, while managers retain context, judgment, and responsibility.
thoughts and learnings
Tagged: AI QA
AI Quality Assurance for Support: How to Calibrate the Judge
Automated support QA needs a custom rubric, human calibration set, attribute-level agreement checks, confidence thresholds, and an appeal process.
How to Validate Predicted CSAT Before You Use It
A practical guide to calibrating AI-predicted CSAT using customer ratings, error analysis, subgroup checks, confidence thresholds, and human review.
What Is 100% CSAT Coverage?
Learn how surveyed ratings and AI-predicted CSAT work together to create a satisfaction signal for every eligible support conversation.
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