Business

Measuring retrieval and deflection

• Deflection Metrics for Support Automation
• From Recurring Questions to a Product Change
• How to Classify a Support Question as Content Gap or Flow Defect
• How to Turn Routing Logs into a Product Feedback Loop
• Measuring Help Center Retrieval: Recall and Precision
• A Retrieval Eval Harness: Golden Set, Runner and Sign-Off
• A Weekly Dashboard for Fallback and Miss Rates
• Building a Retrieval Test Set from Real Support Tickets
• How to Build a Retrieval Eval Harness with a Golden Set
• How to Link a Deflected Conversation to a Later Ticket
• How to Price a Self-Service Answer Against a Handled Ticket
• How to Turn a Question Map into a Retrieval Test Set
• Linking a Support Turn Log to the Ticket That Followed
• Logging the Exit: Fields That Show Why a Chat Ended
• Measuring Containment and Resolution Together
• Measuring Whether a Help Center Fix Reduced the Question
• Rebuilding a Vendor Estimate from Your Own Ticket Logs
• Running a Weekly Triage Meeting for AI Support Failures
• Sampling Inbound Messages Without Reading Every One
• Splitting a Retrieval Miss from a Content Gap in One Queue
• The Retrieval Call Log: Fields a Reviewer Can Replay
• Turning Repeated Questions into Product Fixes
• What a Support-Load Model Should Assume About Retries
• What to Log for Every Retrieval Call That Survives Audit
• When a Retrieval Miss Is a Content Gap, Not a Search Problem
• When Cluster Labels Drift: Watching Gap-Defect Ratio
• When the Agent's Question Is Really a Content Gap
• When the Miss Belongs to the Model, Not the Content
• Writing a Fix Ticket a Product Team Can Act On
• Writing a Fix Ticket from a Cluster of Misses
• Writing a Weekly Support Automation Review Agenda