Weekly AI support incident digest
A founder-ready review queue for risky AI replies, unresolved customers, documentation gaps, escalation misses, and cost signals.
Executive brief
Incident summary for review
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.
Highest-risk AI replies
Cedarline Finance - Hallucinated billing policy
The AI told the customer both annual seats and usage overages were refundable, which conflicts with the current billing policy.
Rillmark Health - Failed escalation
A frustrated admin asked for a manager twice. The AI continued troubleshooting and did not create an escalation.
Vellum Labs - Outdated product answer
The AI described the old CSV retry flow and missed the new bulk import recovery setting shipped last month.
This week's review queue
Action items
| 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 |
Risky AI replies
vs prior week
Customers affected
with unresolved friction
Doc gaps found
repeated questions
Cost anomaly
above baseline
Documentation gaps
Refund eligibility for partial-year downgrades
Publish a clear refund decision table with annual plans, seat changes, overages, and renewal windows.
SSO recovery after identity provider changes
Add a recovery playbook with validation steps, expected propagation time, and escalation triggers.
Failed-row retry for CSV imports
Replace stale import troubleshooting content and add screenshots for the retry panel.
Customer impact
Accounts with unresolved AI support friction that need correction, escalation, or account-owner context.
Cedarline Finance
GrowthHighRefund confusion reached finance approver.
Incidents
12
Open
4
Trend
+50%
Rillmark Health
ScaleHighSSO escalation missed twice this week.
Incidents
9
Open
3
Trend
+29%
Vellum Labs
StarterMediumImport retry answer was stale.
Incidents
7
Open
2
Trend
+17%
TandemLedger
GrowthMediumPermissions questions remain repetitive.
Incidents
5
Open
1
Trend
0%
Cedarline Finance
Sample support thread
Customer
We canceled after the renewal email. Can you refund the annual seats and overage charge?
AI reply
Yes, both charges are eligible for refund if requested within 30 days. I can start that for you.
Recommended correction
Human review required. Confirm refund eligibility, correct the customer-facing reply, and update the billing policy answer.
Review replyTop incident themes
Repeated patterns grouped from AI-handled conversations.
Incident trend
Supporting context after the review queue, not the primary product artifact.
Severity mix
Critical item
Hallucinated billing policy
Next digest run
Monday, May 19 at 8:00 AM
Needs human review
11 replies are queued for owner decisions.
Customers to follow up
7 customers need correction, escalation, or account-owner context.
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