Modular Analytics and Intelligence Toolkit

MAIT unifies real-time monitoring, data storage, analytics, and AI.

The Modular Analytics & Intelligence Toolkit collects edge telemetry, stores it in your Database, enriches it with Local Statistical Analysis, AI-driven diagnostics, and delivers dashboards that crews and fleet managers actually use.

Get in Touch Technical deep dive

See MAIT in action

Snapshots from live deployments.

MAIT live dashboard overview — Operations view with generator summary, status tiles.

Generator monitoring metrics — Generator detail page surfaces electrical output, engine vitals, and alarms in one glance.

Historical trends visualization — Trend overlays reveal load patterns, runtime distribution, and performance drift.

Local analysis against baselines — Analysis tab compares live values against memory baselines to flag drift and anomalies.

AI-generated analyzer report — Gateway AI report combines real-time data, baselines, and long-term memory for recommendations.

Real-time poller console and system info — Live Modbus poller console with system telemetry for quick field diagnostics.

Core modules that make up MAIT

Each module can stand alone, but together they form a comprehensive generator intelligence platform.

Data Collector

Python Modbus TCP poller with retry logic, unit conversion, and logging. Optimized for Kohler® DecisionMaker® controllers, with additional controller support in progress.

MAIT Backend

FastAPI service that serves dashboards, aggregates metrics, manages alerts, and brokers AI requests.

MAIT Front

React dashboard with tabs for live monitoring, historical trends, baseline, AI reports, console logs, and maintenance views.

Database

Long-horizon time-series storage that retains every polled datapoint for analysis, trends, and comparisons across runs.

Powertrain local analysis

Runs on your hardware with statistical analysis, baseline modeling, and drift detection to surface issues without leaving your network.

AI powered analysis

AI-enabled mode with long-term memory and readable reports that account for trends and baselines—available via hosted gateway or licensed on-prem package.

Deployment options that grow with your program

Start where you are and add capabilities as operations mature.

Self-hosted Suite

Docker-compose stack for poller, backend, InfluxDB, and MAIT Front
Run entirely on your hardware with your network policies
Perfect for operators with in-house IT support
Optional upgrade to connect with the remote AI services

Managed Analytics

Keep data onsite while MAIT Services manage PowertrainAgent intelligence
Includes onboarding, training, and access to the support engineers
Health monitoring, alerts, and reports delivery
Usage-based billing when AI gateway is enabled
Database backups

Community Edition

Open-source release of poller, backend, and dashboard
Ideal for labs, proof-of-concept, or DIY integrators
Same architecture; plug in hosted analytics when ready
Active roadmap shaped by real-world deployments

Ready to learn more about MAIT?

Prefer direct contact? Email ys@mait.tech