IoT team — agents help the team

Remote ship-monitoring patterns.

A handful of senior engineers reading vessel telemetry plus manuals plus circulars. Heartbeat agents watch the data; multi-perspective analyzers read each anomaly. The team becomes the decision-maker.

A team of kawaii agents around a piece of marine equipment, on a clean white background — a dedicated agent crew for one IoT system.

An agent team for one piece of equipment. The crew is always on; the engineer is in the loop only when needed.

heartbeat agentsmulti-perspectiveremote monitoring

Alert · Investigate · Report

Three stages, end to end. The team detects the anomaly, investigates the root cause in parallel, and delivers an actionable report — all without waking a human.

Alert panel — kawaii agent receiving an IoT sensor alert, on a clean white background. — **01 · Alert**
Heartbeat picks up the anomaly

Investigate panel — four kawaii agents reading manuals, history, telemetry in parallel, on a clean white background. — **02 · Investigate**
Parallel readers — manuals · history · telemetry

Report panel — kawaii agent delivering an actionable report, on a clean white background. — **03 · Report**
Root cause · confidence · next steps

What This Team Does

When a BWTS sensor reading crosses a safety threshold, our AI agent team automatically investigates the root cause and delivers an actionable report with step-by-step remediation procedures to the engineering team — no human intervention required.

Detect

Monitor email inbox and dashboard API around the clock for new BWTS threshold alerts.

Investigate

Gather sensor data, maintenance history, technical manual references, and past incidents in parallel.

Respond

Synthesize findings into root causes with confidence levels, and email an actionable report with step-by-step remediation.

Key Numbers

AI Agents

Parallel Investigators

Investigation Phases

Automated Report

The Team

IOT Manager Central coordinator. Dispatches specialists, synthesizes findings, determines root causes.

Alert Monitor Entry point. Polls email and API for new alerts, claims and deduplicates, forwards to Manager.

Data Analysis Agent Sensor data specialist. Queries database for trends, correlations, anomaly timelines.

PMS Agent Maintenance specialist. Checks service history, overdue status, runtime hours.

Machinery Manual Agent Technical reference. Searches 621-page PureBallast manual for causes and repair procedures.

Casefile Agent Historical analyst. Finds past incidents, fleet patterns, and resolution history.

Report & Email Agent Delivery agent. Formats HTML report and emails it to the engineering team.

How It Works — At a Glance

graph TD
    A["⚠️ Sensor Threshold Breached"] --> B["📨 Email + API Alert"]
    B --> C["📬 Alert Monitor\nClaim & Deduplicate"]
    C --> D["👑 IOT Manager\nDispatch Investigation"]
    D --> E["Phase 1 — Parallel Investigation"]

    E --> F["📊 Data Analysis"]
    E --> G["📖 Manual Search"]
    E --> H["🔧 PMS Agent"]
    E --> I["📁 Casefile Agent"]

    F --> J["🧠 Manager Synthesis\nCross-reference → Root Causes"]
    G --> J
    H --> J
    I --> J

    J --> K["📖 Phase 2 — Targeted Remediation\nStep-by-step procedures"]
    K --> L["📧 Final Report & Email\nHTML report to engineering team"]

    style A fill:#fef3c7,stroke:#f59e0b,color:#92400e
    style B fill:#fef3c7,stroke:#f59e0b,color:#92400e
    style C fill:#dbeafe,stroke:#3b82f6,color:#1e40af
    style D fill:#ede9fe,stroke:#8b5cf6,color:#5b21b6
    style E fill:#d1fae5,stroke:#10b981,color:#065f46
    style F fill:#d1fae5,stroke:#10b981,color:#065f46
    style G fill:#d1fae5,stroke:#10b981,color:#065f46
    style H fill:#d1fae5,stroke:#10b981,color:#065f46
    style I fill:#d1fae5,stroke:#10b981,color:#065f46
    style J fill:#fce7f3,stroke:#ec4899,color:#9d174d
    style K fill:#ffedd5,stroke:#f97316,color:#9a3412
    style L fill:#fef2f2,stroke:#ef4444,color:#991b1b

Many ways to engage

The agent team is reachable from where the engineer already works — email, dashboard, chat, voice. One team, many surfaces.

A central hub showing the agent team and the many channels through which the engineering team engages with it — email, dashboard, chat, voice — on a clean white background.

One team. Many doors. The engineer talks to the agents through whichever channel they prefer.