
AI Energy Forecasting
Legacy Models Transformed into a 95%+ Accurate, Self Retraining Forecasting Engine
- 95%+
- Forecast Accuracy
- 24 Hrs → 15 Days
- Forecast Horizon
- 7 Year Data Lake
- Historical Market Data
Public Transit, Education & Commercial Fleet Operations

Results delivered
< 350ms
from Teltonika AVL hardware to dispatcher dashboards: GPS position, CAN bus diagnostics, and camera status update in near real time.
96/100
live fleet safety and compliance score, built from harsh braking events, speed violations, and geo fence deviations tracked continuously per vehicle.
99.9%
cloud hosted platform availability across dispatcher dashboards, BI reporting, and RBAC secured portals, monitored continuously with automated failover.
The Sora Fleet Management platform was built to solve a problem specific to high capacity transit operators: fleets running on disconnected GPS units, paper based maintenance logs, and no real visibility into driver behavior or passenger safety. Drawing on engineering patterns proven at large scale mass transit deployment, the platform decodes AVL telemetry directly at the hardware level, bypassing third party broker overhead, and streams it into a unified data lakehouse that powers everything from dispatch to predictive maintenance.
Industry
Public Transit, K 12 Transportation & Commercial Logistics
Project Type
IoT Fleet Telematics & Transit Operations Platform
Services
AVL/IoT Hardware Integration · CAN Bus, J1939 & OBD-II Integration · Edge Protocol Decoding · AI Route Optimization · Real Time Data Pipeline Engineering · RBAC & Security Architecture
Fleet managers moved from checking isolated GPS units to watching a single live feed of engine diagnostics, brake wear, fuel levels, and door state sensors, decoded directly from Teltonika hardware over Codec8/Codec8 Extended. Predictive maintenance alerts now surface mechanical issues (abnormal fuel burn, CAN bus fault codes) before they become roadside breakdowns. AI driven route scheduling cuts fuel consumption and carbon output by optimizing for traffic patterns and idle time, while a passenger safety index gives administrators a single number to track operator compliance across an entire fleet. Dual camera streaming (cabin and road facing, over WebRTC/H.265) replaced static, delayed snapshot systems, giving dispatchers live visual confirmation during incidents.
Edge & Hardware
Platform & Infrastructure
Analytics
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