Realtime live · 1s ago VSS discovery ONVIF · SNMP · RTSP Pollers 12/12 OFC backbone 184.6 Gbps PA / PIS all stations RPF feeds live Predictive AI trained 2h ago last sync · just now
AI · predictive

Failures before they become incidents.

Model LENS Predictive — sensor ageing v3.2 · accuracy 91.7% · retrained 2h 14m ago

Predicted · next 1h
auto-staged spares
3
Predicted · next 24h
auto-staged spares
11
Predicted · next 7d
auto-staged spares
18
Predicted · next 30d
auto-staged spares
42
Backtest

Predicted vs actual

Last 5 days

Mon 14:00Mon 20:00Tue 02:00Tue 08:00Tue 14:00Wed 02:00Wed 08:00Wed 14:00Thu 02:00Thu 08:00
predicted actual
Model card

Inputs + coverage

Coverage 4,128 / 4,381 devices
Sites 312 / 600
Accuracy 91.7%
Input features
ICMP latencyPacket lossONVIF stream healthTemperaturePoE budgetFirmware ageLens artefacts (VA)
Predictive AI · 7-day horizon

Predicted failures 6 flagged

Sensor ageing + telemetry signature model · trained 2h ago

Device Site Risk ETA Likely cause Recommendation
hwh-pf08-cam-87
PTZ camera
 Howrah Jn
92
~4h Lens fogging / dust pattern Pre-stage replacement · ticket auto-drafted
asn-ofc-sw-core-02
OFC switch
 Asansol Jn
78
~38m PoE budget exhaustion Load-balance across stack peer
hwh-relayroom-sw-12
Switch
 Howrah Jn
66
~6h Relay-room thermal headroom Verify cooling · 71°C trending
asn-pf03-cam-22
Dome camera
 Asansol Jn
88
~2h ONVIF stream degradation Replace sensor · spare in inventory
mldt-rtr-edge-01
Router
 Malda Town
41
~24h Memory pressure climbing Schedule reboot in block window
lc142-anpr-01
ANPR camera
 LC-142
33
~3d Link retry rate up 22% OFC splice inspection queued