Intelligence layer · Warranty signals
Anomaly intelligence for the installed asset graph.
Manufacturers lose visibility the moment an asset leaves the dock. Fix9 reconciles callback events, commissioning drift, refrigerant loss, control faults and replacement triggers into a continuous early-warning surface — clustered by SKU, region and severity.
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Failure trend
Signal volume by observation window
Rolling 90-day windows. Bar height encodes raw signal count; tone encodes weighted severity.
SKU risk table
Recurring SKU problems & replacement acceleration
| Manufacturer | Model | Installs in graph | Signal freq. | Callback rate | Risk trend | Replacement accel. |
|---|
Regional intelligence
Signal density, clustering & weighted anomaly
Live signal stream
Most recent anomaly observations
| Observed | Signal | Severity | Anomaly | SKU | Region | Callbacks | Status |
|---|
Lifecycle timeline
Install → callback → replacement trigger
Asset-level reconciliation of when a signal first surfaced relative to install. Compressed view of the eight most recent anomaly events.
Source: Fix9 lifecycle reconciliation · install + service + warranty signals · anomaly model v0.4 · confidence interval > 0.66