MAIT unifies real-time monitoring, data storage, analytics, and AI.
MAIT (Modular Analytics & Intelligence Toolkit) is a modular onboard monitoring and decision-support platform for generators, main engines, HVAC plants, and other vessel systems. MAIT collects operational data, stores long-term history, and provides dashboards, trends, condition-aware analysis, and optional AI-assisted guidance for engineers, shipyards, and fleet operators.
Where MAIT fits best
- Superyachts
- Commercial vessels
- Shipyards and refit yards
- Yacht management companies
- Fleet operators
- Generator and engine service companies
- Marine system integrators
- Research vessels and workboats
- No long-term main engine and generator data logging
- Difficult troubleshooting without historical data
- Maintenance based on hours instead of condition
- Undetected performance drift across vessel systems
- Lack of remote diagnostics
- Fragmented vessel systems and data
- Engineers reacting instead of predicting failures
- No baseline performance comparison
- Limited insight into energy usage and efficiency
- Main engine long-term performance trends
- Generator performance monitoring
- Fuel consumption analysis
- Load profile analysis
- Preventive maintenance planning
- Remote troubleshooting
- Charter vessel monitoring
- Energy management analysis
- Warranty support data logging
- Flexible integration with vessel systems
See MAIT in action
Snapshots from live deployment - Generator Monitoring Example
Core modules that make up MAIT
Each module can stand alone, or combine into one view of generator, propulsion, HVAC, and vessel-system performance.
Data collector supports monitoring over Modbus TCP, CANopen and SAE J1939-based interfaces where applicable.
FastAPI service that serves dashboards, aggregates metrics, manages alerts, and brokers AI requests.
React dashboard with tabs for live monitoring, historical trends, baseline, AI reports, console logs, and maintenance views.
Long-horizon time-series storage that retains every polled datapoint for analysis, trends, and comparisons across runs.
Runs on your hardware with condition-aware baselines, retained baseline history, and actual-versus-expected models to reveal both unusual readings and gradual drift.
Optional AI-assisted analysis turns approved telemetry, baselines, and model facts into readable advisory summaries. It supports inspection and monitoring decisions; it does not control machinery.
Deployment options that grow with your program
MAIT runs locally onboard the vessel, collecting and storing operational data from generators, main engines, and other systems. The system operates independently without requiring continuous internet connectivity and can be accessed locally by engineers and crew.
Remote access and shore-side support can be configured for a vessel's approved network and cybersecurity policy. Core monitoring, storage, dashboards, and local analysis remain onboard.
Onboard statistical analysis compares like operating conditions and tracks long-term drift. Optional AI analysis adds advisory interpretation when the vessel approves its data flow.
Ready to learn more about MAIT?
Prefer direct contact? Email info@mait.tech