Telco Site Optimization

Project overview

Technova is building an end-to-end energy and site-operations optimization platform for telco infrastructure at national scale.

The platform collects data from AMR meters, PLN billing, microwave OSS, and NMS across more than 22,000 sites. Machine learning models then predict each site's expected power consumption based on its logical and physical site features.

Every prediction is benchmarked against PLN EMS billing data, so overbilling and unusual consumption surface automatically — complete with alerts, tickets, and savings estimates.

• Consumption prediction — ML models estimate each site's power usage, validated against PLN EMS / AMR actuals
• Anomaly detection — non-AMR sites are matched to similar AMR profiles to flag billing discrepancies
• Settlement automation — ISR and site rental are auto-validated against microwave OSS data, with savings estimates
• Backup optimization — battery, genset, and rectifier recommendations ranked by site urgency
• Dashboard & automation — GIS clustering map, SLA monitoring, alert-to-ticket workflows, and an LLM-powered assistant