Industrial Intelligence

    Go beyond machine vision. Deliver Industrial Intelligence.

    AcuSight provides the software platform that enables System Integrators to evolve from delivering vision projects to delivering Industrial Intelligence — combining inspection, edge AI, fleet management, MLOps and reasoning into one scalable architecture.

    The layered architecture

    Five layers.
    One on-premises platform.

    Each layer is deployable independently and interoperates with the systems you already run. Integrators can start at any layer and grow upward as their clients mature.

    L5

    Reasoning & Agents

    AI Co-Pilot, LLM/VLM reasoning across production data, and MCP-connected agents that assist operators and engineers.

    L4

    MLOps & Fleet Management

    Continuous model adaptation, drift detection, dataset versioning and staged OTA rollouts across mixed device fleets.

    L3

    Vision AI Models

    Inspection, defect detection, classification, tracking and anomaly detection — trained on your production data.

    L2

    Edge Runtime & Devices

    Containerized runtime on microprocessors, embedded edge devices, industrial PCs and GPU servers — fully on-premises.

    L1

    Cameras · PLCs · Factory Systems

    Works with existing cameras and integrates with PLCs, MES, ERP and historians. No rip-and-replace.

    AI products

    Two AI products.
    One unified platform.

    Edge Assistant keeps operators moving on the line. Factory Agent reasons across the plant. Both run on AcuSight, fully on-premises.

    ACUSIGHT EDGE ASSISTANT

    Supercharge factory-floor operations and decisions.

    260M parameter edge model · Embedded on the machine or line

    Low-power, low-latency inference for real-time operator assistance — improving traceability, accelerating issue resolution and keeping quality consistent.

    01

    Production telemetry

    Real-time data analysis from your production line with simple, natural-language questions.

    02

    Troubleshooting

    Step-by-step guidance grounded in expert resources and machine context.

    03

    Workflow guidance

    Detailed process verification to ensure quality conformance at every station.

    ACUSIGHT FACTORY AGENT

    Unlock massive industrial intelligence from factory data.

    7B parameter model · Runs on centralized on-premises server

    Applies multi-turn, deep reasoning across production, operational knowledge and factory-wide telemetry — turning plant data into actionable industrial intelligence.

    01

    Cross-line analysis

    Reveal operational inefficiencies and quality trends through deep data correlation.

    02

    Historical reasoning

    Understand and predict operational performance using historical context.

    03

    Production optimization

    Surface actionable insights from factory-wide operational data.

    Evolution

    From machine vision, to Vision AI, to Industrial Intelligence.

    TraditionalVision AIIndustrial Intel.
    Inspects parts
    Understands images
    Understands operations
    Pass/fail
    Classifies defects
    Reasons across production data
    Single camera
    Multiple sensors
    Entire production line
    Deterministic rules
    AI models
    AI agents + LLM/VLM
    Device-centric
    Vision-centric
    Factory-centric

    Industrial Intelligence, answered.

    Common questions manufacturers and system integrators ask when evaluating edge AI for inspection and anomaly detection.

    Ready to deliver Industrial Intelligence?