CriticalNeeds reviewCedarline Finance
Hallucinated billing policy
The AI told the customer both annual seats and usage overages were refundable, which conflicts with the current billing policy.
May 6 - May 12, 2026Ready for review
Weekly AI Support Incident Digest
Sample shareable digest produced from exported AI-handled support conversations, known concerns, and source docs. Findings should be reviewed by the team before customer-facing action.
Generated
May 12, 2026 at 8:05 AM
What was sent
Support exports
CSV, JSON, or helpdesk exports with AI author labels, timestamps, and conversation text.
Known concerns
Refund rules, escalation misses, churn-risk accounts, or answers your team already doubts.
Docs and policies
Public docs, help-center links, billing policy notes, and source material the AI should follow.
Scoped cost data
Optional weekly usage or spend summaries when you want cost anomalies included.
What came back
Ranked incident digest
Plain-language summary of what went wrong, why it matters, and which items need action first.
Risky replies
Customer-facing AI answers that need correction, escalation, or human confirmation.
Doc gaps
Repeated confusion mapped into documentation fixes and source-material updates.
Owner action queue
Recommended fixes, impacted customers, owners, due dates, and follow-up context.
Risky AI replies
42+18%
vs prior week
Customers affected
31+9%
with unresolved friction
Doc gaps found
12+4
repeated questions
Cost anomaly
$418+27%
above baseline
Executive summary
This week was driven by refund-policy confusion, missed SSO escalations, and stale CSV import guidance. The highest-risk customer impact is Cedarline Finance, where the AI promised refund eligibility that requires billing review.
Correct the Cedarline Finance refund thread before the finance approver follows up.
Add escalation logic when a customer asks for a manager or reports login-blocking SSO failure.
Refresh import retry documentation and remove stale full-upload guidance from retrieval sources.
Severity breakdown
92flags
Critical8
High17
Medium41
Low26
Incident trend
Top recurring issue themes
Refund and billing rules18 (31%)
Plan limits after downgrade14 (24%)
SSO setup and permissions11 (19%)
Data import retry behavior9 (16%)
Trial extension policy6 (10%)
Top risky AI replies
HighIn progressRillmark Health
Failed escalation
A frustrated admin asked for a manager twice. The AI continued troubleshooting and did not create an escalation.
HighNeeds reviewVellum Labs
Outdated product answer
The AI described the old CSV retry flow and missed the new bulk import recovery setting shipped last month.
Recommended action queue
| Action | Related | Owner | Priority | Status | Due |
|---|---|---|---|---|---|
| Correct refund answer and reply to Cedarline Finance | Refund and billing rules | Inez Rowan | High | In progress | May 13 |
| Add escalation trigger for manager requests | Failed escalation | Priya Kannan | High | Needs review | May 14 |
| Refresh CSV import retry documentation | Data import retry behavior | Jordan Tsai | Medium | Queued | May 16 |
| Create SSO recovery checklist | SSO setup and permissions | Taylor Shin | Medium | Drafting | May 17 |
Customer conversations needing review
| Conversation | Account | Risk | Sentiment | Needs |
|---|---|---|---|---|
| Annual renewal refund | Cedarline Finance | Critical | Frustrated | Human correction |
| SSO outage escalation | Rillmark Health | High | Escalating | Support lead |
| CSV failed-row retry | Vellum Labs | High | Blocked | Docs update |
| Project admin invites | TandemLedger | Medium | Confused | Permissions note |