Alarms cascade
One fault produces hundreds of events. Attributing them correctly is the whole problem.
Assets, faults and network intelligence
AI Data for Telecom and Network Operations
From tower imagery to alarm streams, we prepare the data behind network automation and predictive maintenance.
Turning Network Noise into Signal
A network operations centre drowns in alarms, most of which mean nothing on their own. The models that separate a real fault from a cascade of symptoms need history that has been labelled by people who know which was which — and that labelling is a discipline, not a data-entry task.
Where Telecom & Network AI Programmes Struggle
Assets are hard to see
Tower and rooftop equipment is photographed at distance, at angle, in poor light.
Labels come from experts
Only an experienced engineer knows what a given signature meant.
Estates are heterogeneous
Generations of equipment coexist, and each looks different.
AI Use Cases We Support
Tower asset inventory
Antenna, mount and equipment detection from climb and drone imagery.
Fault prediction
Alarm and KPI series labelled with confirmed root cause.
Cable and rust inspection
Damage and corrosion classes for maintenance triage.
Coverage and drive-test
Measurement series annotated for anomaly and interference.
Customer intent
Support tickets and calls classified for automated routing.
Site change detection
Before-and-after imagery annotated for unauthorised change.
Data Types We Handle
- Inspection imagery Drone and climb capture with equipment-level annotation.
- Alarm and KPI series Time-series with root cause attached.
- Network topology Structured relationships used to constrain labelling.
- Support text and audio Tickets and transcripts classified and entity-tagged.
How We Run the Programme
- Engineer-led taxonomy Fault classes come from the people who fixed them.
- Incident-window labelling Alarms are labelled around confirmed incidents, not in isolation.
- Equipment-generation coverage Sampling explicitly spans the estate rather than the newest sites.
- Reviewed by operations The NOC signs off the label set before scale.
Build Telecom & Network AI on Data You Can Trust
Tell us what you are building and we will come back with a plan, a sample and a price.