Your support data found one product issue worth acting on today.
Complaints about the ClearShield MagSafe Case doubled this week and now affect 8.6% of fulfilled units. The pattern points to packaging pressure during transit, not carrier handling.
Business pulse
Signals joined across support, Shopify orders, delivery, and inventory.
Connected business context
Give agents the evidence they need to explain impact, not just summarize tickets.
Top issue signals
Prioritized by business impact.
100 unread customer messages
A simulated source table joined to orders, fulfillment, delivery, products, and inventory.
| Message ID | Customer | Order | Issue | Latest message | Product | Priority |
|---|
Every issue linked to business evidence
Order, delivery, inventory, and customer conversation data are joined before the Agent makes a claim.
| Order | Customer | Product | Delivery | Issue signals | Refund exposure |
|---|
What should we understand, decide, or improve?
Start freely. AI Workforce will select the right agents, show its evidence, and turn findings into actions you can approve.
Merchant Insight Agent is investigating
Cross-referencing 100 conversations with 1,842 Shopify orders
Customer issue volume, trends & business impact
ClearShield Cases · Jun 06–12, 2026 · Generated from Shopify + Gorgias data
Issue volume is rising faster than order growth
Orders grew 6% week over week, while customer issues grew 18%. Product damage explains most of the gap; delivery and refund-status questions remain merchant-wide process opportunities.
Daily customer issues
+18% WoWPotential refund and replacement exposure if current issue patterns continue for 30 days.
One SKU is an outlier, not a portfolio-wide quality problem
ClearShield MagSafe Case represents 22% of shipped units but 61% of product damage conversations. Other SKUs remain within normal issue-rate bands.
| Product | Units fulfilled | Issue count | Issue rate | Top problem | Risk |
|---|---|---|---|---|---|
ClearShield MagSafe Case | 326 | 28 | 8.6% | Arrived cracked | P1 outlier |
ArmorFlex Case | 418 | 6 | 1.4% | Too bulky | Normal |
SoftTouch Silicone | 507 | 5 | 1.0% | Color mismatch | Normal |
The issue mix and supporting evidence
Each finding can be traced to source conversations, orders, delivery outcomes, and product data.
ClearShield arrives cracked
Up 115% week over week. 79% of cases show intact outer packaging, suggesting internal packaging pressure.
Delivered, not received
Concentrated in USPS Ground Advantage. Customers contact support before the standard 24-hour waiting window.
Refund status is unclear
Customers lack proactive updates between warehouse receipt and refund issuance, causing avoidable repeat contacts.
A prioritized plan tied to measurable outcomes
Recommendations are ranked by confidence, expected impact, and time to launch. Approve an action to add it to the operating plan.
Owner: Product Ops · Launch in 2 days · Evidence confidence 94%
Owner: Supply Chain · Estimated cost +$0.08/unit
Owner: Support Ops · Automate with Support Agent
Owner: CX · Trigger through Shopify return status
AI Reports
A durable record of findings, evidence, approved actions, and measured outcomes.
Support Agent quality & escalation review
May 30–Jun 05, 2026 · 286 resolved conversations
Monthly product quality pulse
May 2026 · 4,821 fulfilled units