The platform

    Run Vision AI on every line,
    from one screen.

    AcuSight is the on-premises operating layer for industrial edge Vision AI.
    Centralized deployment, monitoring, and tuning across every device and site.

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    Pilots live in

    6–8 weeks

    Typical POC scope after feasibility

    Deployment vs. traditional ML

    50% faster

    Production data

    100% on-premises

    Capability

    Data & Visualization

    A unified data layer that turns raw inference outputs into operating insight.
    • 01Ingestion of raw data, inference outputs, and system telemetry
    • 02Aggregation across devices, sites, and time horizons
    • 03Context-aware visualization tied to models, devices, and operating conditions
    • 04Real-time KPI dashboards: Overall Equipment Effectiveness (OEE), anomaly rates, error trends
    • 05Video scrubbing and event timeline for root cause analysis
    FIG.002 — Data & Visualizationv3.2
    Capability

    Fleet Management & Over-the-Air Updates

    Operate every edge device like one product, with safe, staged rollouts.
    • 01Device onboarding, provisioning, and configuration
    • 02Health monitoring and diagnostics
    • 03Over-the-air model and application updates
    • 04Staged rollouts to minimize disruption
    FIG.003 — Fleet Management & Over-the-Air Updatesv3.2
    Capability

    Model Lifecycle & Machine Learning Operations

    Close the loop from production data to a better model — without code.
    • 01Performance monitoring and drift detection on live production data
    • 02Dataset curation, annotation, preprocessing, and augmentation
    • 03Model training and optimization
    • 04Model versioning and deployment to device fleets
    • 05No-code workflows for operators; advanced controls for experts
    FIG.004 — Model Lifecycle & Machine Learning Operationsv3.2
    Capability

    Deployment Flexibility

    Same platform, on-premises or cloud — without compromise.
    • 01Cloud or on-premises with identical capabilities
    • 02On-premise: private operation, deterministic availability, low latency
    • 03Cloud: wide-area scalability across sites, regions, or mobile fleets
    • 04Common onboarding workflows and unified data structures
    • 05Containerized architecture delivers proven scalability as needs change or grow
    Deployment Flexibility preview
    FIG.005 — Deployment Flexibilityv3.2
    Capability

    Integrations & Hardware

    API-first software that runs on the systems and silicon your plant already uses.
    • 01API-first architecture enables integrations with Manufacturing Execution Systems (MES), SCADA, Enterprise Resource Planning (ERP), CRM, and IT/OT systems.
    • 02Support for industrial vision cameras from VA-Imaging, Balluff, and iENSO
    • 03Real-time Edge architecture for integration with industrial automation equipment
    • 04Support for leading edge AI hardware platforms from Synaptics, GRINN, NVIDIA, Qualcomm, Ambarella, NXP, and RockChip
    Integrations & Hardware preview
    FIG.006 — Integrations & Hardwarev3.2
    Comparison

    How AcuSight
    stacks up.

    What each advantage actually means in production — and where alternatives fall short.
    01Edge computing
    Real-time processing using dedicated hardware installed locally in the production line.
    Cloud solutions add latency and connectivity risk while traditional on-site approaches lack AI adaptability.
    02Data sovereignty
    All data is stored locally and remains under the control and policy of the location.
    Cloud solutions require sensitive data to leave the facility where it may be stored under different authority or laws.
    03Comprehensive platform
    Unified platform for deployment, monitoring, data management, and continuous model adaptation.
    Other AI tooling requires specialized expertise and operates outside normal factory workflows.
    04Rapid adaptability
    Easily and quickly deploy application software, model updates, or changes.
    Traditional vendors require time-consuming reconfiguration of systems for changeovers or updates.
    05Experts in the loop
    Access a team of expert edge AI and model developers to support you.
    Alternatives require an internal ML team at $150K+/year per head.

    Hardware-agnostic to fit your plant.

    API-first software that layers onto the camera, edge hardware and plant systems already on the line.

    • Integrates with MES, SCADA, ERP and existing IT/OT systems
    • Works with your installed industrial cameras — no rip-and-replace
    • Real-time edge architecture that talks to plant automation equipment

    Silicon & camera partners

    Synaptics logoNVIDIAQualcommNXP logoAmbarellaRockChipGRINN logoBalluff logoiENSOVA-Imaging

    See AcuSight running on a production line.

    30 minutes. We'll walk through a live deployment and how it fits inside your next project.

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    Interactive product tour

    Click through the full AcuSight experience.

    • Self-guided — explore at your own pace

    AcuSight is a platform for industrial edge AI manufacturing operations, providing real-time data, fleet management and model adaption.

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