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AcuSight comes with monitoring built in. The Dashboards section gives you live views of your fleet, your data pipeline, and your deployed models — no setup, no extra tools to wire up.

Dashboards

Open Dashboards for live views of your fleet and models. Dashboards are tailored to your application — AcuSight supports manufacturing, security, pharmaceutical, and other verticals, each with its own views — plus MLOps dashboards that track model health across any application. The examples in these docs are from manufacturing:
  • Manufacturing — OEE across your fleet and per machine: overall equipment effectiveness, availability, performance, and quality, with trends over time.
  • MLOps — how your deployed models are behaving over time, so you can spot drift.
OEE Machine Detail dashboard

A manufacturing dashboard — machine-level OEE (availability, performance, and quality), with trends over time.

Dashboards update continuously as your devices report in.

Drift alerts

Model behavior is watched continuously, and when a deployed model starts drifting — its predictions shifting away from what it was trained on — AcuSight raises a drift alert so the problem surfaces without you watching a screen. Open Drift Monitoring to see the state of your deployed models at a glance and work the alert queue:
  • Each alert carries a severity (high or warning) and the model and device it concerns.
  • Alerts move through three statuses: drift detected (requires attention) → acknowledged (being investigated) → resolved. Acknowledge and resolve support bulk actions when a noisy model raises several at once.
  • A drifting model is usually a retraining signal — collect fresh images from the affected line and see Model lifecycle for promoting a retrained champion.
Drift Monitoring page with alert totals and an alert status overview showing drift detected, acknowledged, and resolved states

Drift Monitoring — alert counts across your deployed models, and the status of every alert. A quiet day.

The platform itself — servers, storage, and the metrics behind these dashboards — is run and maintained by AcuSight. See Reliability. Your dashboards focus on your fleet and models.

Next steps

Model evaluation

Dig into how a specific model is performing.

Reliability

How AcuSight keeps the platform healthy for you.