Why this matters
Teams often optimize for deflection in isolation, then discover that unresolved edge cases and poor handoff quality quietly damage customer trust. High deflection is only useful when it preserves experience quality.
Recommended approach
Define success as resolved outcomes, not avoided tickets. Instrument assistant responses by intent, confidence, and final state, then tie those signals to downstream support outcomes.
Implementation checklist
- Track resolution rate per top 10 intents
- Measure escalation quality with transcript scoring
- Compare CSAT for AI-assisted vs. human-only flows
- Tag failure modes weekly and patch prompts/tools
Metrics to track
- Resolution rate by intent
- Escalation quality score
- CSAT delta
- Repeat contact within 7 days
Key takeaway
Deflection is a vanity metric unless it is paired with resolution quality and customer sentiment.