01
Mycelium Ingestion
Module 1 & 2
Stream main engine sensor telemetry (vibration, temperature, exhaust) and ocean weather forecasts.
Use Case 39 · Automotive, Mobility & Logistics
Predictive Vessel Maintenance & Bunkering Fuel Optimization
Real-time engine telematics and weather routing engine that optimizes marine fuel consumption and predicts machinery wear.
Customer need & pain point
The problem this replaces.
- Unanticipated engine failure at sea leads to millions in towing fees, while unpredictable fuel consumption erodes shipping margins.
Step-by-step execution
How the engine executes it.
02
Multi-LLM Routing
Module 1 & 2
Detect mechanical friction anomalies using edge-based predictive maintenance models.
03
Multi-LLM Routing
Module 1 & 2
Compute fuel-optimal voyage speed and routing around adverse sea states.
04
Agentic AI
Module 4
Trigger automated spare parts order requests to the next scheduled port of call.
Quantifiable ROI & impact
What changes commercially.
- 15.8% savings in voyage bunkering costs
- Zero mid-ocean catastrophic engine failures
The “aha” moment
“Traffelo AI detected micro-abrasions in a main engine cylinder liner mid-voyage, letting us repair it before catastrophic failure.”