The deflection lab converts common support prompts into board-readable outcomes: safe deflection, partial guidance, or immediate escalation.
How do I download last month's invoice PDF?
Self-serve admin · Billing retrieval
Answer shape: Point the user to Billing > History, explain PDF export steps, and confirm invoice dates are UTC.
Boundary reason: No account discrepancy or payment failure was reported.
Our SSO users are stuck in an Okta redirect loop.
Enterprise admin · Identity recovery
Answer shape: Guide through standard callback and browser checks, then collect IdP metadata revision if the loop persists.
Boundary reason: Safe to deflect first, but tenant-specific SSO mismatch can require escalation.
HubSpot contacts stopped syncing after we added a new field.
Operations manager · Integration health
Answer shape: Validate the field map, compare last successful sync timestamp, and inspect webhook replay posture.
Boundary reason: Support can resolve mapping drift, but should not replay unsafe payloads without ops review.
A workflow retried the same customer notice three times.
Customer success lead · Workflow replay
Answer shape: Acknowledge the issue, stop self-serve retry guidance, and route to engineering with job history attached.
Boundary reason: Further automated advice could increase duplicate customer impact.