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.